{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Forecasting II: state space models\n",
    "\n",
    "This tutorial covers state space modeling with the [pyro.contrib.forecast](http://docs.pyro.ai/en/latest/contrib.forecast.html) module. This tutorial assumes the reader is already familiar with [SVI](http://pyro.ai/examples/svi_part_ii.html), [tensor shapes](http://pyro.ai/examples/tensor_shapes.html), and [univariate forecasting](http://pyro.ai/examples/forecasting_i.html).\n",
    "\n",
    "See also:\n",
    "\n",
    "- [Forecasting I: univariate, heavy tailed](http://pyro.ai/examples/forecasting_i.html)\n",
    "- [Forecasting III: hierarchical models](http://pyro.ai/examples/forecasting_iii.html)\n",
    "\n",
    "#### Summary\n",
    "\n",
    "- Pyro's [ForecastingModel](http://docs.pyro.ai/en/latest/contrib.forecast.html#pyro.contrib.forecast.forecaster.ForecastingModel) can combine regression, variational inference, and exact inference.\n",
    "- To model a linear-Gaussian dynamical system, use a [GaussianHMM](http://docs.pyro.ai/en/latest/distributions.html#gaussianhmm) `noise_dist`.\n",
    "- To model a heavy-tailed linear dynamical system, use [LinearHMM](http://docs.pyro.ai/en/latest/distributions.html#linearhmm) with heavy-tailed distributions.\n",
    "- To enable inference with [LinearHMM](http://docs.pyro.ai/en/latest/distributions.html#linearhmm), use a [LinearHMMReparam](http://docs.pyro.ai/en/latest/infer.reparam.html#pyro.infer.reparam.hmm.LinearHMMReparam) reparameterizer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "import torch\n",
    "import pyro\n",
    "import pyro.distributions as dist\n",
    "import pyro.poutine as poutine\n",
    "from pyro.contrib.examples.bart import load_bart_od\n",
    "from pyro.contrib.forecast import ForecastingModel, Forecaster, eval_crps\n",
    "from pyro.infer.reparam import LinearHMMReparam, StableReparam, SymmetricStableReparam\n",
    "from pyro.ops.tensor_utils import periodic_repeat\n",
    "from pyro.ops.stats import quantile\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "assert pyro.__version__.startswith('1.5.1')\n",
    "pyro.enable_validation(True)\n",
    "pyro.set_rng_seed(20200305)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Intro to state space models\n",
    "\n",
    "In the [univariate tutorial](http://pyro.ai/examples/forecasting_i.html) we saw how to model time series as regression plus a local level model, using variational inference. This tutorial covers a different way to model time series: state space models and exact inference. Pyro's forecasting module allows these two paradigms to be combined, for example modeling seasonality with regression, including a slow global trend, and using a state-space model for short-term local trend.\n",
    "\n",
    "Pyro implements a few state space models, but the most important are the [GaussianHMM](http://docs.pyro.ai/en/latest/distributions.html#gaussianhmm) distribution and its heavy-tailed generalization the [LinearHMM](http://docs.pyro.ai/en/latest/distributions.html#linearhmm) distribution. Both of these model a linear dynamical system with hidden state; both are multivariate, and both allow learning of all process parameters. On top of these the [pyro.contrib.timeseries](http://docs.pyro.ai/en/latest/contrib.timeseries.html) module implements a variety of multivariate Gaussian Process models that compile down to `GaussianHMM`s.\n",
    "\n",
    "Pyro's inference for `GaussianHMM` uses parallel-scan Kalman filtering, allowing fast analysis of very long time series. Similarly, Pyro's inference for `LinearHMM` uses entirely parallel auxiliary variable methods to reduce to a `GaussianHMM`, which then permits parallel-scan inference. Thus both methods allow parallelization of long time series analysis, even for a single univariate time series.\n",
    "\n",
    "Let's again look at the [BART train](https://www.bart.gov/about/reports/ridership) ridership dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['stations', 'start_date', 'counts'])\n",
      "torch.Size([78888, 50, 50])\n",
      "12TH 16TH 19TH 24TH ANTC ASHB BALB BAYF BERY CAST CIVC COLM COLS CONC DALY DBRK DELN DUBL EMBR FRMT FTVL GLEN HAYW LAFY LAKE MCAR MLBR MLPT MONT NBRK NCON OAKL ORIN PCTR PHIL PITT PLZA POWL RICH ROCK SANL SBRN SFIA SHAY SSAN UCTY WARM WCRK WDUB WOAK\n"
     ]
    }
   ],
   "source": [
    "dataset = load_bart_od()\n",
    "print(dataset.keys())\n",
    "print(dataset[\"counts\"].shape)\n",
    "print(\" \".join(dataset[\"stations\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([78888, 1])\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 900x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = dataset[\"counts\"].sum([-1, -2]).unsqueeze(-1).log1p()\n",
    "print(data.shape)\n",
    "plt.figure(figsize=(9, 3))\n",
    "plt.plot(data, 'b.', alpha=0.1, markeredgewidth=0)\n",
    "plt.title(\"Total hourly ridership over nine years\")\n",
    "plt.ylabel(\"log(# rides)\")\n",
    "plt.xlabel(\"Hour after 2011-01-01\")\n",
    "plt.xlim(0, len(data));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 900x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9, 3))\n",
    "plt.plot(data)\n",
    "plt.title(\"Total hourly ridership over one month\")\n",
    "plt.ylabel(\"log(# rides)\")\n",
    "plt.xlabel(\"Hour after 2011-01-01\")\n",
    "plt.xlim(len(data) - 24 * 30, len(data));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## GaussianHMM\n",
    "\n",
    "Let's start by modeling hourly seasonality together with a local linear trend, where we model seasonality via regression and local linear trend via a [GaussianHMM](http://docs.pyro.ai/en/latest/distributions.html#gaussianhmm). This noise model includes a mean-reverting hidden state (an [Ornstein-Uhlenbeck process](https://en.wikipedia.org/wiki/Ornstein%E2%80%93Uhlenbeck_process)) plus Gaussian observation noise."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "T0 = 0                # beginning\n",
    "T2 = data.size(-2)    # end\n",
    "T1 = T2 - 24 * 7 * 2  # train/test split\n",
    "means = data[:T1 // (24 * 7) * 24 * 7].reshape(-1, 24 * 7).mean(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Model1(ForecastingModel):\n",
    "    def model(self, zero_data, covariates):\n",
    "        duration = zero_data.size(-2)\n",
    "\n",
    "        # We'll hard-code the periodic part of this model, learning only the local model.\n",
    "        prediction = periodic_repeat(means, duration, dim=-1).unsqueeze(-1)\n",
    "\n",
    "        # On top of this mean prediction, we'll learn a linear dynamical system.\n",
    "        # This requires specifying five pieces of data, on which we will put structured priors.\n",
    "        init_dist = dist.Normal(0, 10).expand([1]).to_event(1)\n",
    "\n",
    "        timescale = pyro.sample(\"timescale\", dist.LogNormal(math.log(24), 1))\n",
    "        # Note timescale is a scalar but we need a 1x1 transition matrix (hidden_dim=1),\n",
    "        # thus we unsqueeze twice using [..., None, None].\n",
    "        trans_matrix = torch.exp(-1 / timescale)[..., None, None]\n",
    "        trans_scale = pyro.sample(\"trans_scale\", dist.LogNormal(-0.5 * math.log(24), 1))\n",
    "        trans_dist = dist.Normal(0, trans_scale.unsqueeze(-1)).to_event(1)\n",
    "\n",
    "        # Note the obs_matrix has shape hidden_dim x obs_dim = 1 x 1.\n",
    "        obs_matrix = torch.tensor([[1.]])\n",
    "        obs_scale = pyro.sample(\"obs_scale\", dist.LogNormal(-2, 1))\n",
    "        obs_dist = dist.Normal(0, obs_scale.unsqueeze(-1)).to_event(1)\n",
    "\n",
    "        noise_dist = dist.GaussianHMM(\n",
    "            init_dist, trans_matrix, trans_dist, obs_matrix, obs_dist, duration=duration)\n",
    "        self.predict(noise_dist, prediction)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can then train the model on many years of data. Note that because we are being variational about only time-global variables, and exactly integrating out time-local variables (via `GaussianHMM`), stochastic gradients are very low variance; this allows us to use a large learning rate and few steps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO \t step    0 loss = 0.878717\n",
      "INFO \t step  100 loss = 0.650493\n",
      "INFO \t step  200 loss = 0.650542\n",
      "INFO \t step  300 loss = 0.650579\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "timescale = 4.461\n",
      "trans_scale = 0.4563\n",
      "obs_scale = 0.0593\n",
      "CPU times: user 26.3 s, sys: 1.47 s, total: 27.8 s\n",
      "Wall time: 27.8 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "pyro.set_rng_seed(1)\n",
    "pyro.clear_param_store()\n",
    "covariates = torch.zeros(len(data), 0)  # empty\n",
    "forecaster = Forecaster(Model1(), data[:T1], covariates[:T1], learning_rate=0.1, num_steps=400)\n",
    "for name, value in forecaster.guide.median().items():\n",
    "    if value.numel() == 1:\n",
    "        print(\"{} = {:0.4g}\".format(name, value.item()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plotting forecasts of the next two weeks of data, we see mostly reasonable forecasts, but an anomaly on Christmas when rides were overpredicted. This is to be expected, as we have not modeled yearly seasonality or holidays."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([100, 336, 1]) torch.Size([336])\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 900x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples = forecaster(data[:T1], covariates, num_samples=100)\n",
    "samples.clamp_(min=0)  # apply domain knowledge: the samples must be positive\n",
    "p10, p50, p90 = quantile(samples, (0.1, 0.5, 0.9)).squeeze(-1)\n",
    "crps = eval_crps(samples, data[T1:])\n",
    "print(samples.shape, p10.shape)\n",
    "\n",
    "plt.figure(figsize=(9, 3))\n",
    "plt.fill_between(torch.arange(T1, T2), p10, p90, color=\"red\", alpha=0.3)\n",
    "plt.plot(torch.arange(T1, T2), p50, 'r-', label='forecast')\n",
    "plt.plot(torch.arange(T1 - 24 * 7, T2),\n",
    "         data[T1 - 24 * 7: T2], 'k-', label='truth')\n",
    "plt.title(\"Total hourly ridership (CRPS = {:0.3g})\".format(crps))\n",
    "plt.ylabel(\"log(# rides)\")\n",
    "plt.xlabel(\"Hour after 2011-01-01\")\n",
    "plt.xlim(T1 - 24 * 7, T2)\n",
    "plt.text(78732, 3.5, \"Christmas\", rotation=90, color=\"green\")\n",
    "plt.legend(loc=\"best\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next let's change the model to use heteroskedastic observation noise, depending on the hour of week."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Model2(ForecastingModel):\n",
    "    def model(self, zero_data, covariates):\n",
    "        duration = zero_data.size(-2)\n",
    "        prediction = periodic_repeat(means, duration, dim=-1).unsqueeze(-1)\n",
    "\n",
    "        init_dist = dist.Normal(0, 10).expand([1]).to_event(1)\n",
    "        timescale = pyro.sample(\"timescale\", dist.LogNormal(math.log(24), 1))\n",
    "        trans_matrix = torch.exp(-1 / timescale)[..., None, None]\n",
    "        trans_scale = pyro.sample(\"trans_scale\", dist.LogNormal(-0.5 * math.log(24), 1))\n",
    "        trans_dist = dist.Normal(0, trans_scale.unsqueeze(-1)).to_event(1)\n",
    "        obs_matrix = torch.tensor([[1.]])\n",
    "        \n",
    "        # To model heteroskedastic observation noise, we'll sample obs_scale inside a plate,\n",
    "        # then repeat to full duration. This is the only change from Model1.\n",
    "        with pyro.plate(\"hour_of_week\", 24 * 7, dim=-1):\n",
    "            obs_scale = pyro.sample(\"obs_scale\", dist.LogNormal(-2, 1))\n",
    "        obs_scale = periodic_repeat(obs_scale, duration, dim=-1)\n",
    "        \n",
    "        obs_dist = dist.Normal(0, obs_scale.unsqueeze(-1)).to_event(1)\n",
    "        noise_dist = dist.GaussianHMM(\n",
    "            init_dist, trans_matrix, trans_dist, obs_matrix, obs_dist, duration=duration)\n",
    "        self.predict(noise_dist, prediction)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO \t step    0 loss = 0.954783\n",
      "INFO \t step  100 loss = -0.0344435\n",
      "INFO \t step  200 loss = -0.0373581\n",
      "INFO \t step  300 loss = -0.0376129\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "timescale = 61.41\n",
      "trans_scale = 0.1082\n",
      "CPU times: user 28.1 s, sys: 1.34 s, total: 29.5 s\n",
      "Wall time: 29.6 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "pyro.set_rng_seed(1)\n",
    "pyro.clear_param_store()\n",
    "covariates = torch.zeros(len(data), 0)  # empty\n",
    "forecaster = Forecaster(Model2(), data[:T1], covariates[:T1], learning_rate=0.1, num_steps=400)\n",
    "for name, value in forecaster.guide.median().items():\n",
    "    if value.numel() == 1:\n",
    "        print(\"{} = {:0.4g}\".format(name, value.item()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note this gives us a much longer timescale and thereby more accurate short-term predictions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAv8AAAE8CAYAAABXb96lAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsnXd4HNXV/7+rsrvqzapWseTebYopNqHEQOJgbEpoDoYEAgRe8vIzCTZJMIbw4EISAsSYNzhAHEIgBmxsYQwu2OAu9ypLtrpk9bJaaYukvb8/ztyZ2dWW2QIy+H6eZx9bszOzd2buzHzPueecq2OMMQgEAoFAIBAIBILvPWED3QCBQCAQCAQCgUDw7SDEv0AgEAgEAoFAcIEgxL9AIBAIBAKBQHCBIMS/QCAQCAQCgUBwgSDEv0AgEAgEAoFAcIEgxL9AIBAIBAKBQHCBIMS/QCAQCAQCgUBwgSDEv0AgEAgEAoFAcIEgxL9AIBAIBAKBQHCBIMS/QCA473njjTeg0+lQX1/vdb277roLgwYN+pZapZ0FCxbAaDR+K7+VkZGBRx55xOd6Ws9pqLFardDpdPjNb37jc91vqo1nz56FXq/HgQMHQrpfgf+sXbsWiYmJaGtrG+imCAQXDEL8CwQCGZ1Op+mzbds2zfs0mUxYtGgRduzY8c01XCDwg0WLFuHaa6/FxRdf3O+7zZs3Y/bs2UhPT4der0d6ejpmzZqFdevWyesUFxc73Q9hYWFISUnBTTfdhKKion77XLBggdP6MTExGDt2LBYtWgSz2ey07uHDh3HLLbcgNzcXRqMR2dnZuPHGG/HGG2+E/kT4oLW1Fb/4xS8waNAgxMbGYvr06Th69Kimbe+66y63z45JkyY5rTdr1ixkZmbipZde+iYOQSAQuCFioBsgEAjOH/71r385/b1q1Sps2rSp3/LRo0dr3qfJZMJzzz0Ho9GIadOmhaSdAs9UVlYiPDx8oJsREn75y1/i/vvvD+moSW1tLf7zn/9g9erV/b6bP38+li1bhlGjRuHRRx9FTk4OmpubUVhYiFmzZuGjjz7CrbfeKq8/d+5cXH/99ejr60NxcTFef/11XHPNNTh48CBGjhzZb/8rV66EwWBAZ2cnNmzYgOeeew7bt2/Hl19+CQDYtm0brr/+egwdOhQPP/ww0tPTUVlZiT179uC1117TNKITKnp7e3HjjTeipKQEv/nNb5CUlIS//e1v8vENGTLE5z5iY2OxYsUKp2XJyclOf+t0Ojz00EN47rnn8MwzzyAqKiqUhyEQCNwgxL9AIJD52c9+5vT3nj17sGnTpn7LBdro6upCTEzMN/47jDFYrVZERUXBYDB847/nju7ubkRHR4d0n+Hh4SE3ZFatWoXo6Gj8+Mc/dlr+7rvvYtmyZZgzZw7eeecdREQor8ennnoK69evh16vd9rm0ksvdbo3LrvsMtxyyy34v//7P/zlL3/p99t33nknYmNjAQC/+tWv8JOf/AQbNmzAoUOHMHnyZPzxj39EWloaioqKEBcX57RtY2Nj0MfuD++99x7279+P9evX46abbgIA3HbbbRgxYgSef/55vPXWWz73YTAYND07fvrTn+LJJ5/EmjVrcM899wTddoFA4B0R9iMQCAKmvr4e999/P1JTU2E0GjFp0iS899578vfFxcXIyckBADz99NPy0P+SJUsAAAcPHsS9996L/Px8GI1GZGZm4qGHHkJ7e3tQ7aqqqsJNN92E2NhYpKWl4Xe/+x0cDofTOiaTCb/+9a8xePBgGAwGjBo1Cq+88orTOjy84/3333dazuPW+XEASmhHaWkp7rjjDiQmJmL69Olu23fZZZfhsssu67ecMYYhQ4Zg1qxZXo8vIyMDt99+OwoLC3HRRRfBaDTin//8p/ydq4f4yJEj+MEPfoCoqCjk5uZi6dKlYIy53ff69etx5ZVXIiYmBgkJCZg1axZOnz7ttA7PrTh9+jRuvPFGxMbG4he/+AUA4NSpU3LYjNFoRE5ODubMmYOurq5+v7V69WqMGTMGBoMB48ePx5YtW5y+dxfzz4/9008/xYQJE2A0GjFu3DisX7/e6znjrF27FlOnTnUaTWCM4dlnn0V6ejr+/ve/Owl/zsyZM3HjjTd63fdVV10FgHIKtHDdddcBAMrLy+XtJkyY0E/4A0BaWpqmfYaKDz/8EDk5ObLwB4DMzEzceuut+Pjjj9HX16dpP319fejs7PS6TnZ2NkaNGoVPPvkkqDYLBAJtCM+/QCAICLPZjKuuugrV1dV4/PHHkZOTgw8++ABz5sxBZ2cnHn74YWRlZeHVV1/Fr3/9a9x5552ykJg8eTIA4LPPPkNtbS0eeOABpKen49ixY/j73/+O4uJifPXVVwG1y2634/rrr8fVV1+Nl156CRs3bsTixYsxfPhw/PznPwdAgmTGjBnYtWsXHnroIYwfPx6ffvopnnjiCdTX12Px4sUBn5fZs2dj9OjRWLJkCXQ6ndt17r33Xjz++OM4c+YMhg0bJi/fsWMHKisrNcU/Hzt2DHPnzsWjjz6Khx9+GGPHjnW7XnV1Na699lqEh4fjd7/7HQwGA9544w23AnPlypX45S9/iZtuuglLly6F2WzG8uXLMXXqVBw5cgSDBw+W17XZbLjhhhtw/fXX4y9/+Qvi4uJgsVhwww03AACeeOIJpKWlobq6GuvWrYPZbHYaBdmyZQvef/99PProo4iOjsbLL7+MW2+9FVVVVUhISPB67CdOnMDPfvYzPPbYY0hOTsbKlStx6623YsuWLfjBD37gcTur1YpDhw7ht7/9rdPy48ePo6ysTG5LoFRUVAAAkpKSNK3PjYSUlBQAQF5eHvbu3Yvi4mKMGjXK79/v7u5Gd3e3z/UiIiKQmJjodZ1Dhw7h0ksv7bd8ypQpWLVqFcrKyjB8+HCv+2hra5P7RXJyMu699168+OKLbs/xxRdfLIc/CQSCbxgmEAgEHnjssceYp8fEkiVLGAD24YcfystsNhu76KKLWGJiIuvq6mKMMVZdXc0AsMWLF/fbR3d3d79lb7/9NgPA9u3bJy9bsWIFA8DOnTvntb133nknA8CWLVsmL3M4HGzMmDFs6tSp8rL333+fAWB/+tOfnNabOXMmCw8PZ1VVVYwxxk6dOsUAsP/85z9Ov2OxWPod0/z58xkAdv/99/dr1/z585nBYJD/bm5uZpGRkezZZ591Wu+hhx5iCQkJzGKxeD3O9PR0BoBt27bN7XcPP/yw/PcjjzzCdDodO3z4sLysrq6OxcTEOJ3TtrY2Fhsbyx5//HGn/VVXV/dbzs/zokWLnNbdvXs3A8DWr1/vse383BmNRlZZWSkv37t3LwPA3nzzTXmZu+vOj/3TTz+Vl7W2trJBgwaxK664wuPvMsbY8ePH+/0GY4x98MEHDABbsWKF1+05vF8sWbKENTU1sfr6erZt2zY2adIkt8fP+0ZFRQVrampiZWVlbPny5SwyMpJlZ2czq9XKGGNs/fr1LCwsjEVERLCpU6ey+fPns82bN7Oenh5N7eK/4+szcuRIn/sKDw9njz76aL/lH330kce+p2bevHns6aefZv/973/Ze++9x+bMmcMAsGuvvZb19fX1W3/hwoUMAOvo6NB0rAKBIHCE518gEATEhg0bkJeX55QAqdfr8fjjj+PnP/85du3a5THshaNO7rNYLOjq6sLll18OgEKC3HketfDwww/L/9fpdJg2bZpTWMiGDRtgNBrxq1/9ymm9efPmYf369fj888/x4IMPBvTb6n16IiUlBTNmzMC///1vLFq0CACNWKxevRq33367pgTX0aNH4+qrr/a53oYNG3D11Vdj4sSJ8rLMzEzceeedTnHbn332GcxmM+6++240NzfLy41Go0evrOuxcm/yxo0bMX36dK/HMWPGDOTm5sp/T5kyBQaDAWVlZT6PKT8/HzNmzJD/TkpKwpw5c/DKK6+gra3No+e9paVFXl+NyWQCALejId5YsGABFixYIP8dHx+P1157zSlURo1rkuzEiRPxz3/+U87TuOmmm7Bjxw4sWbIEmzZtws6dO7F06VJkZGTgrbfe6pen4MqDDz7o854D4DMPpaenB319fW7zR/g1tVgsXvfx5z//2envu+++GwUFBfjjH/+IdevWYfbs2U7f82vS3NyM+Ph4n8cgEAgCR4h/gUAQEJWVlRgxYkS/0BZeCaiystLnPpqamrBo0SKsXr0aTU1NTt91dHQE1K7ExMR+4iEpKcmpjnhlZSVycnL6hR/403ZP5Ofna1pv7ty5uO2227Bv3z5MmTIFn332Gdra2nDvvfeG7HccDgeqq6vdxqq7VqMpLS0FAFx55ZVu9+Uacx4dHd1vGa+Ss3z5crz99tv4wQ9+gJtvvhk/+9nP+glrtfDnaK337i7cZMSIEQDo2vkKu2Eu+Q68v/iKTXflf/7nfzBr1ixYLBZ88cUXWLFihcdcCoDyKYxGI/R6PXJyctxewyuuuAKffPIJbDYbDh8+jI8++givvvoqbrnlFhw/ftwpTMyVYcOGef1eK5GRkQgPD4fNZuv3ndVqBYCAqvLMmzcPf/zjH+Vyqmr4efMUKicQCEKHEP8CgWDAuOWWW3DkyBH89re/xYQJExATEwOr1Yqbb765X4KuVjxVh/EmyjzhSYh4S3bUKopuuukmJCcn491338WUKVPw7rvvIjc312vMeiC/oxV+vj/44IN+5RgB9Kt04+n3ly9fjl/+8pdYt24dvvjiCzz22GNYunQp9uzZg4yMDHm9UF4nrfDYelcDg8fXHzt2zK/9jRw5Uva0z5w5EwAJ3KuvvhoTJkzot/4111wjV/vxhcFgkBPDCwoK8Ktf/QofffQR5s+f73Ebs9ncb94Ad0RERPicDC8zMxPnzp3rt5wvy8rK8vk7riQmJiIuLg6tra39vuPX5HycpE8g+L4hqv0IBIKAyMvLQ0lJSb/lxcXF8veAZwFdX1+PnTt34plnnsHChQsxe/ZsXH/99ZrqhwdLXl4eqqur+4UuuLade5Bdqw8FMzLA0ev1uPPOO/HBBx+gtbUVhYWFmDNnTkg9n2FhYcjJyZG9+mpcK/gMHToUAFXTmT59er+PVqMEACZNmoSFCxdix44d2Lx5MyorK7Fy5crgDkaFu+PhfZFfO3cUFBQgMjJSrq7DGTduHIYMGYKPP/7YZziLN5599lkYDAYsXLgw4H2445JLLgEAt2JczQsvvIDMzEyfHy3zbUyaNAn79+/vt3zv3r2Ij4/XPMKlprm5GZ2dnUhNTe33XXl5OQYPHux36JVAIPAfIf4FAkFAzJgxA5WVlVizZo28rKenB3/729+QmJiIqVOnAlDii10FNPf8unp6//rXv36TzQZAbbdarU6zpjLG8PLLLyM8PBw/+tGPAACpqamIi4vrV3no9ddfD0k77r33XjQ2NuKRRx6B1Wr9RuZTmDFjBrZv344jR47Iy86dO4cPPvig33oxMTF44YUX0Nvb228/6jwAT3R0dPQbFeG5Bu5CSAKlvLwcGzZskP9ua2vDv//9b1x++eVeQ36ioqLcitqwsDAsWrQI9fX1eOSRR9yO7Hz66af4/PPPvbZr0KBBeOCBB7Bu3TqcOnXKz6MCtm7d6nbkgx+ru4nD1Dz44IPYtGmTz8/bb7/tsy233347qqurUVhYKC+rr6/HmjVrcMsttziVQz1z5oyTQcXzd1x5/vnnAUC+v9QcOHDAY8iZQCAILSLsRyAQBMRjjz2GlStX4p577nEq9bl//36sWLFCDgtJTExEQUEB3n33XQwZMgSJiYmYOHEiRo8ejSlTpuCFF15Ad3c30tPT8dlnn6G6uvobb/vtt9+OqVOn4je/+Q1KS0sxbtw4bNiwAZ9++ikWLFiA7OxsADRq8cADD+CVV15BfHw8Jk2ahK1bt2pKStXCFVdcgeHDh2P16tWYPHkyxowZE5L9qnn66afx/vvvY/r06fjf//1fGAwGrFixAkOHDsXRo0fl9VJSUvDqq6/iwQcfxCWXXII777wTKSkpqKioQGFhIW644Qb86U9/8vpbn332GZ566in89Kc/xfDhw2Gz2bBq1SoYDAanxPBgGTVqFObMmYPHHnsMKSkpePPNN9HW1qapROusWbOwePFiWCwWp9Cl++67D8eOHcOf//xnFBUV4a677pJn+N2wYQO2bduGjz/+2Of+/9//+39Yvnw5li5dinfeecev43rooYeg0+kwe/ZsjBw5ElarFTt27MDq1asxfPhwn/kgoYr5B4B77rkHr776KubMmYPf/va3SEpKwmuvvYbw8PB+IxvTpk1DYmKiPHJWWVmJqVOn4u6778bIkSPhcDiwYcMGfPHFF5g1a1a/xOWamhoUFxfj97//fUjaLhAIfDBwhYYEAsH5jrdSn4xRyci5c+eylJQUptfr2cSJE9m7777bb73t27ezyZMnM71e71Qis7Kykt18880sISGBJSYmsrvvvptVVlb2K6PpT6nPlJSUfstdS20yxlhHRwd7/PHHWWZmJouMjGQjRoxgL7/8MnM4HE7rmc1mdt9997G4uDgWHx/P7rnnHlZbW+ux1GdnZ6em3+c8//zzDAD7y1/+4vXY1KSnp7PbbrvN43fqUp+MMXbw4EE2bdo0ZjAYWHZ2Nlu8eDF7/fXX3Z7TTZs2senTp7P4+HgWFRXFhg0bxh544AF26NAheR1P57mkpITdf//9LD8/nxmNRpaSksKmT5/uVBaSl/p88sknfbbdU6nP2267jRUWFrJx48YxvV7PxowZw9auXevjrBHV1dUsLCyMrV692u33GzduZDNnzmSpqaksIiKCpaWlsVmzZrHCwkJ5HV7q87XXXnO7j7vuuotFRkbKJWO99Q0169evZ/fddx8bMWIEi42NZXq9ng0fPpw98cQTrKmpSdPxhZKmpiZ23333saSkJBYdHc2uu+46p37ASU9Pdyof2tTUxO655x42dOhQFh0dzYxGIxs/fjxbtmyZ27KlL7/8MouPj3db+lcgEIQeHWPfYHaVQCAQCLyydOlS/P73v0dNTY1TQqzAPRkZGZg2bRo+/PDDgPcxZ84cNDY2YtOmTSFsmSAQGGMYO3asPCIjEAi+eUTMv0AgEAwQDocDb731Fq6//noh/L9Fnn/+eWzfvh0HDhwY6KZc8HzyySeoq6vDU089NdBNEQguGETMv0AgEHzLdHZ2orCwEF988QVKSkrw2muvDXSTLiiGDh0Ku90+0M0QAJg9e3a/YgACgeCbRYh/gUAg+Japra3FPffcg+TkZCxatAg33HDDQDdJIBAIBBcIIuZfIBAIBAKBQCC4QBAx/wKBQCAQCAQCwQWCEP8CgUAgEAgEAsEFwvc+5t/hcKCurg5xcXHQ6XQD3RyBQCAQCAQCgSBoGGPo7OxEVlYWwsK0+/O/9+K/rq4OOTk5A90MgUAgEAgEAoEg5FRXV8sz02vhey/+4+LiANCJiY+PH+DWCAQCgUAgEAgEwWMymZCTkyNrXa1878U/D/WJj48X4l8gEAgEAoFA8L3C37B2kfArEAgEAoFAIBBcIAjxLxAIBAKBQCAQXCAMqPj/6quvMHPmTGRlZUGn02Ht2rXydz09PZg/fz7Gjx+PmJgYZGVlYe7cuairqxvAFgsEAoFAIBAIBN9dBlT8d3V1YeLEiVi+fHm/77q7u3Hw4EE888wzOHjwID7++GOcPn0aN9988wC0VCAQCAQCgUAg+O6jY4yxgW4EQMkKa9aswezZsz2uU1RUhClTpqCyshK5ubma9msymZCQkICOjg6R8CsQCAQCgUAg+F4QqMb9TlX76ejogE6nQ2Jiosd1bDYbbDab/LfJZPo2miYQCAQCgUAgEJz3fGcSfq1WK+bPn4+7777bq3WzePFiJCQkyB8xwZdAIBAIBAKBQEB8J8R/T08P7rjjDjDGsGLFCq/rPv300+jo6JA/1dXV31IrBQKBQCAQCATnDVVVwL59A92K847zPuyHC//Kykps3brVZ0yTwWCAwWD4llonEAgEgguari4gOhrwc5IdgUDwLdDSApw9C1xyCRD2nfB3fyuc12eCC//S0lJs3rwZKSkpA90kgUAgEAiI3l5gyxZAlKAWCM5POjsBkwkwmwe6JecVA+r5N5vNOHPmjPx3eXk5Dh8+jOTkZGRmZuL222/HwYMHUVhYiL6+PtTX1wMAkpOTodfrB6rZAoFAIBAA3d1AWxvQ3g4MHjzQrREIBK60tQEWCxkBouKjzICK//379+Paa6+V/543bx4A4L777sOiRYuwbt06AMCkSZOctvvyyy9xzTXXfGvtFAgEAoGgH93dQEcHiX+BQHB+wRh5/S0W+lcY6DIDKv6vueYaeJtm4DyZgkAgEAgEgv50dwM2G9DYONAtEXC9IHIvBByrle5Pm43Ev0DmvI75FwgEAoHgvMViIWHR1gbY7QPdmgubvXuBI0cGuhWBYzYD+/cDDsdAt+T7g8VC92VcHNDQMNCtCYxvyAkuxL9AIBAIBIHQ1UWeZh5W8F1jzx6guHhgBWdPD9DXF/x+TCbg+PHAjDC7nWLCB5L6euDkSapOIwgNfGQuMRFobaUE/e8SVVXApk10j4QYIf4FAoFAIAiE9nbyKlqtAyv+7Xbg1CngwAHt21itJDY3bACKikLTDqsVOHzYP5G1ezfw1VfBGyA9PeTdra4m0eePx7SkBPj8czLmQsXZsyTotdLRAdTW+reNwDsWC/Wr2FjqE9+13JzWVjJojx0L+a6F+BcIBAKBIBDa2wE+r8xAeo737AEKC4FDh0jkaMFsJnEEAOfOhaYdR49S6Io/3uuGBmr3qVPB/XZPDwnooiLgo4+Amhrt27a0kCG0d29oRkHsdjJqTpzQvk1DA12PsrJvLNTjgoP376goMuwGuiSvvyNcHR10nx44QKGFIUSIf4FAIBAI/KWnhwSFwQBERvofU1xfH7rh/IYGICaGDJDWVm3bmM0UEhEfT6MWwYrepiYS8U1N2oWK3U7tsNuBgweDC//p7QWSkyn5+tw57ecBoG2ioykEKhQiq6aG9llZqQhQb/T20nlLSaF+0dERfBsE1Ld0OvrExNAIz0CFuDFGITxlZdq3aWkBUlOVuQpCiBD/AoFAoBW7/fxIyOvr80/cCEIPjyc2GEhA19RQ2IsWWluBjRuBDz8MPsyjt1eZZdjh0O517+oiQWI0Ur/W2nZPVFWRQDEYgOZm7W2wWkn0WizahLInenpI4OXn0zFprcBks5G4GjSI2hKK0J8zZ+hatLdrMwo7O6k/paWRYG1qCr4NAueRuZQUuhZaz22oBXdnJ90jp09rW7+3l34/Koru02DuDTcI8S8QCARa2baNvIMDSV8fhRRs3Kg9xEMQelzFf0eHdmFhNpMBUFlJcd7BwCsO6fXUFq3hLh0d5BHV62n7YMVFayv9fkwMtUFL6AoX//Hx1IZg+nNvLxAeTv+PjSWjSstIAq8DHxNDbQ72njKb6bqmpdHfWq5vRwe1ITpa2YcgeEwmGpUD6Nx2d2s3tg8fJk99qER3a6tiAGgZXeL3BjdeQvysF+JfIBAItMAYeROPHx/YqhGnTlGMd3Pzd7PCzPcFi4X6QWQkffr6tIf+dHZSf4qKCv4aWq3kudfrSfQ2NGjz4jc3k4dcr6ftgxE5jNH+oqKoDR0d2nIgzGbykEdFkec+0Db09dEnTJI0PARKS/hMZ6ciskIh/ru6FGMiLo4MAV+GUEcHrRMWRn1JVPwJnt5euq56vbIsPFz79W1ooGft3r2hycFobVUmHauu9r2+2UztNxqp3SHOKRLiXyAQCLTQ00MiqaaGvDf+UFoafFgFp62NXgY8XlorJhN5VwWhwfV6xsQAFRXahILJpHjdg43vtliob0ZGktg0m317Fvv6aB0uLByO4MQ/D5cxGuk8dHVp924CdC6CEd4OB334BF9RUXQ8Wqq7cFGl09E5DMX14Eah0UjH5Oveb2lRRi2iomgESST9Bgc3irnnHwAiIrQ9M/mkYLGxFMIVCq97VRVd2+hobe+Pri66TyMiyDAVCb8CgUAwANhsineytFT7dt3d5D06fjw07ejuVl5o/niDtm8Hdu48P3IWvg+4GlLx8fSC1iIUWlrohW4wkNgM5ppYLIrXWK+nPuqrDTykICrKeT+Bwr2UUVEkYhnTJqJbW53FWTCef4dD8fxzI0CLYOLGNBAakcXLjOp0tD9f4UyMUShKTAz9bTQqoweCwLFa6V5Qe/71em3iv7OTzn9KSmhC4rq7aWQsLo6ub1ubb+NOnXtiMIQmKV+FEP8CgeD7S0cH8OmnoRky5S+TQYMojlerJ59XYDl8ODR1pru6yBuk1/uX3NnQQKUYz54Nvg0CeqGHqV6hPHzGV79wOKg/REXRSz3YkBt32/raHy/zaTTS3zpdcImuvHIQF1o6nTaR1dKitCGY0AZX8Q9ovz8aGxUjiIusYKoOcWOMt8GXeDSb6cPj/fmohYj7Dw6brb/nPzKSzqsv4W0y0X0cFxd8LgpA/dBsppEE3id8PSfa2+k5D2jfxg+E+FfR0NCARq0VAgAwxmASMbcCgVvKy8thDeHDCgC94P0ZDm9rI7F75Ejwv809/ykp/pVU7Oyk7draqNRcsHR300vBaNQeHtDSQi+0sDAqxyhCCoKns7O/sOjp8f2CVgtv/lIPRlyYzc6iV6fzvb/OTiWkAAg+/IgLVe5x1+JBt1qpnVz8B+N17+tTRj84Wo7JaqVzoRb/wV4PdZIpHwXxtj+Tib7n4p8bkQM94/B3HauV+gUf1QGUe9TXLND83Gu5flpoblZCwbSOBjU1Od8bdntIk36F+Jfo6urCxIkTcfHFF2sWLK+88goSExPx7rvvhqwdL730En784x+jQ+OD2Gaz4eWXX0Z5eXnI2iA4v1i7di3+9a9/aV5/3759uPLKK7Fz586QtaGoqAhLly5Fn0aPWFFREQoKCnD33XeHrA0AgB07yIOuFe5VO3Ys+JKKNhsZHwYDvUC0et25MIqO1l4C0RM9PfSJiFAmrtHiNW5tpbYnJtKLTcT+B4+r+A8PJ7Hh69y6iv9gPf8dHc6hDRERvpOIeaUfTrDi33X0HjuKAAAgAElEQVR/BoOS4OiJtjY6FzzcJZjQBneef4OB7g9vyfk8vCOU4t/1egDe99fR4WyI8fMoPP/BYbU690lAEf++7lF1KFgoxD+P9we03fMWC90LaoMwFOFHKoT4lzh69CgaGhpQU1ODbdu2adpm4cKFYIzh3nvvDckIAGMML7zwAjZu3Ii33npL0zarVq3CvHnzUFBQEHovq2DA6erqwh133IG5c+eiWGOJyQULFmD37t2YNm0aHCGKEXzooYewYMECvPfee5rW//DDDwGQ4VLqT3y8N+rrKW5eY7JtX18fbn3sMfxi7Vo4QlE7W3phbD1yBC09PZqNiVdXrsR9H3wAC0BDucF43e12xYPkT3hATQ2JzagoeikKYREcDodz7oUaLZ7/vj7aNiws+BrermLTYPAdXtbUpJQQBGj77u7AJx3jlX44RqNvsdLa6hyTzYV3IOeCi3+1l1eLYOKGMD8XXBwGk3jM5zrghIV5v9/a2/uL1PDwkCd4XnC4uw+1iv+GBqU/azGmvdHVRffbpk3AL35B9wp/fnjCdTSIPyeE5z/0HD16VP7/unXrNG2jVz1wly1bFnQbysvLZSPiH//4B5gGkbB161b5/y+++GLQbQCADRs24PLLL8dpjZNROBwOPP300355pwXaOHbsGHqkF7LWftmi8kivXr066DZ0d3fL98eGDRs0bdOkEtorVqwIug1gjEJ3Wlroo8HQPXr0KNZ89RXeLirC33btCl7w2mzYcOoUfvjMM3hw9WqK+/chlnp7e/G/y5djVVERlm3erNSGDxQu/nnMP5+gyBtWK8U1x8Up24RiIqMLGXfJhOrvvOHqYQ/mpc5zDNwlNXoapevrU8p88r4YjPBWC949e4D9+7V50Ovr+4v1QEdBeKlP19EMX/vr7CSRPX8+jSry7QO9Huo5Fzi+wpnOnXM2nAC6NqLcZ3CYzc79C6Dnpi/xb7FQv+DCO9gkcF6SmZdn3rFD+R1PdHRQG7dtowpigBD/3xRHVDHB69ev9ym8W1tbnURWKEJ/Dh06JP//xIkT2Ldvn89tzqqS95YuXYrOEMQJvvrqq9i7dy+WL1+uaf2tW7diyZIlePDBB9EcbFiDwAl1v/zkk080bdOgqjW+ZMmSoNtw+PBheQTh888/R6+GGvenTp2S///222/DEuxwZVcX1q1bh9y//hXL1q6FQ0M/O3nsmPz/BZ9+ispgJ+eyWLBNmpp94/HjsLS2+vSwnlZdvze2bYPVbA5OeNvtStgPn7be1z3f3q4km3EPkvD8BwfP/3D1/IeF+X5B19Y6i72IiMDjuy0W6hNhYcDKlcCBA75FLw87eucdYO5cCqMLJqa4t5c+ZjOwZAnw4ou0L2/iv7eXzgOf3AsILv9BHfZTV0d5LVpyMNraqApWcTGwbBmtrzVZ2R38eqg9/3wkxp2m6O6m73joE8dopD4xkPOJfNcxm5X781//Al5/na6tr9A8k4nOfV0drRtsEnhLC/UJ7hA7coT6qbd7vqMDOHkS+NvfgF//Gli/PrjnhBuE+JdQi6yamhoc9hFXfOLECQCAQbrJq6urZQ9toKjFPwCfIRa9vb04phI4drvdyRgIlJMnTwIAtmzZoml9vp7dbg9p/oPAuV/u3r3bZ0J6R0eHk/g/evSoJrHujQMHDsj/b2tr82mUMsacxH97e7vmkCWPdHfjtS1bUN3aivnr1+OxJ5/0uckJ1bmz9PTg8x07ggu56ezEQWm2TmtPD3acPu1TyB/cs0f+f317O1bt3Bmc90bt+QfIs+Ur8bijA//39tvIv+MOHNu6NThxIyDc1RAHSMB6CxGwWul6RUQ4i95APYu8P+zfD6xbByxf7lv885CCHTtonYULadKhQMNdenpIGJ09SwK8t5dK4TLm+f5oayMh8/XXwJ13Alu2BBfawOv8h4UBixcDzz5L7fG1v8ZGZ0H11Vf+VdFyhXv+GaP68Ix5r9RSXU3nIj6e7kmeiBqK3IMLHZNJOferV9OM6CdP0vPPl/jfuhVYsAD43e/ougUTb282O+ey8DZ4y7Gpryfjg7Nypfa5MzQixD8obIWL6IKCAgDwmSx5XKrZfd1118FoNMLhcKDK34l/XOAGx8SJEwEAZ86c8bp+aWkprFYrYmJicPHFFwNA0Im/JpMJ1dLscydPnkS9hrhmtZGwcuVKTeFKAm1w8a/T6cAY8xl2w0O10tPTERERAYfDoekaemP//v1yGwDfoT/19fXo6OhAWFgYJkyYAABynwoUa1sbdkpedwD417p1PvvZCZe6+tVaZz71ADOZcLCmRv57U0mJz5fzIZXhBAC7KiqC9vz39vbi7j//Gb9btUqZEMgLrL0dLx4+jAqHAy//9a/04hEjdMFhsylx+2oiIrxf3/Z2eun/4Q/AAw+Qx5l7FgN5bvb0kNjmxnVzM328iX8e6qJm7Vr6N1Dx39sLqO5PcOPf0/5aW+leLCwkUfTKKxT+AgR2f/BqP2YzzagLUJK/t3wKHt6hfj6uW0eCMdDcHF7j/7//BebNI+PGk5BnjKp/cYPxgQeA3/xGyUEQ4j9w+IhPZKSzc+TECTrv3t4DJpNSDvnUKeDVV4O7Flar8/1mt5Ow99THenqozfx+AGi9trbg5wRRIcQ/gIqKCnR2dkKv1+MnP/kJAKCSP0A8wD3/48aNw5AhQwAEL7y553/mzJkAaATCG9xYmDBhAoYOHQoAKFM/gAOAe/056pwCd7S3t8ueYb1ejxMnTuDgwYNBtUFAOBwOWfxPnz4dgHM4jTu4+B89ejSysrIABC+8ufifNWsWAPj0/PM2FhQUYNiwYQAQtGG8e9cuWHp6kCzF0nZZrWjxIXpPSoLo+lGjqA1NTUEl8lVWVaFNtf2mkhLfnn/p+l0v/V2ldRIoT9jtKKquxvtff43FH36IWi5gvHilDm3dCn72PwJg3bRJqf4jCAyr1f2LW69XZuZ0R3s7vfibmkhk/OEP9P9Aa3jb7fRb6ueCL9Hb3k4JjWrq6wOv9c89/+rE/pMnSXh58lS2ttLvqUsuvvkmbRPIXBj8fKsdZsXFNDLmaZSLl+tVj6aWl9N50zIrrzu4R1nSB3IYlrvcnMZG8vynplIhA4uF4rvffjv4xOMLHT4y5zqqdvgw9QlvXvymJmeHSkmJ0icCwWLpP5JUUqKMKLjS0UH3Idd/PCSMz9Aeooo/QvxD8a6OHTtWFtFaxf/YsWORn58PIDjx39jYiLq6Ouh0OtkA8SXauPifNGmSPGIRrAHCj4vjS/xv374dDocDI0aMwNVXXw0ATqFIgsApKytDV1cXDAYDfvjDHwLwbRCWSHXkR44ciZycHE3beMNsNsti/o477gDgW8jz9UePHo3c3FxN2/hi09dfAwB+YrcjSwq1q/ASSmSxWHBWun9+LK1X1dISuNfdbsdByRuUJ9VePlxXhxYvx+VwOHBIOhezpWVV9fXBlVS02XBIFdr3yfHjSq1yd/T0YI0qUdwEYMOePbSNmEE0cDyFDURGkhfc0/euHj27nWKAA/Us9vRQn1a/K3i4m7vr29dHApN7Q9PT6d/GxsDDj7iXVf3uKSnxHpJWV0fnSR0ideqUUiLUX7j4V8+jceoUXQ9PYVjNzTRKwBiQnAxkZNDy9vbAk+J56C+/xqWlSq14KWQQAD0Dduyg8xYb62w4bdigjKII8R8YNptSFU3dn4qLqa94el46HCS61WKdMdpHMJ5/vr+4OPq3stJzH2tsJOOjrY0M5EsuoeVtbSEdDRLiH5DjkceNG6dZrPCwn3HjxoVE/HOPe0FBAUaPHg2A4qu7vDyAuNGiFv+h8vyPGDECgO/wp+3btwOg8KdQtUFA8OurHl3yJeS553/EiBHIzs4GEJzn//Tp02CMIS0tDVOmTAFA94a3kJtvQvxv3rULADAdwBAp/KjCy4RZxcXFYIwhGYD06ERVc3PgD06bDQel+3u61Yoh0uKTXgzd8tJSmCwWGADcKC2r7u7WlKzsrR2HVZXJ1uzc6b3ij8mEj6Vn1TApROX99nZ66Yi4/8CxWJTKMDYbxRPzBENPs/xyAdjcjDYAsn87mJe63a6Ibl5h5tgxaps7D3prK/0e74NSuKhc1zxQ8V9dTW2Ji6P4dbudRAzPL1BjsdDvcFGWlET/8pr8ZrP/JUe5+FeL6I4O5ePueVVXp4T8FBQo4r+lJXDxz0dwuIFfU0P7SUggQW+303Fv2kTXTdIOcC2HXFKiLZlf4B4eihYR4Sz++/roOnh69pnNSq5IQgKQl0fLW1oCuz8Zoz7BRxLGj6d/edibu+tbVaWMRmVmApITD62tIZ3oS4h/KIIqLy8PedLF9ub5b2lpkavajBo1KiTiX92G+Ph4xMbGAgBq1d4CF7gBMn78+JC0AVA8/7fddpu8P2+14vnow2WXXSbEf4jh11It5LWK/1B5/tX9Mjs7GzqdDhaLxWtVJ3fiPxgDxOFw4JA0nP8DAHmSV7XCS3I7T/YdC0B6fKPaZKJ6/4Fgs+GwdAyTAYyUFp+uqPA4W+Th3bsBAOMA5EVGIgyAnTE0cq9nIHR24pAqRnlbSQmFInk4rqpTp3DSbEY4gJeuvRYAcIgxEn+i3GfgmM1K0nVhIVUSWbVKSbZ1J/6lMBNzXR0mAJgQHg4rQMIi0Fr/drviJb76asoB6eykT3V1//Cjxkb6HZ5MOH48tZkn5/KEVX/g4h8ARowARkp3R10d7dN1pIsbn1zgjBhBQgugda1W//smj/nnIppXU6qqch9eYbeTMOfPsfx8Rfw3NHhPVvZGd3d/A+rMGTJwWlrIMPv8cxp9GTqU+hAXpAAwaRL9W1sbfInJQPk+jDbwmeB1uv4jSbW1nkPzTCagogIOAAdSU9GXlkbL29sDC0fjlbBcxT+/513FPw/34W3Oz6ewMECZzV2I/9DBBc7gwYNlsVJfXw+bh4cgD63Izs5GTExMSIQ3F/mDBw+GTqfz6bXt6OiQtxkzZoxT2E8wEztx8f+jH/0I4eHhsNlsOKceplbBGJPrv0+YMEGI/xBTJ72gBw8e7CT+PXndHQ6HPKHWyJEjQ+L5V/dLg8GADOkF6c04Vot/boAE4/lvrKtDb18fwgBkAxgiHb+3NpyUjNKxALJAD7oextAQaN/s6UG5JBRGQhH/xTU1Hh/Gx3lODoCIK67AYGl5FRdFAdC7bRuOSS+tFAC9Dge2lpV5DJXYuXkzADJYLrriCgBAJYC+xsbvx0t+oOjtVWqI8+f+wYPeZ/mVws4+Li9HDYDqvj7sBBRhEKjnn4vokSMBKc8HXV0kZFzFY1UVCU5+P+blKeKCxxT7246eHkUYZWUpoURtbXSe3In/3l4lpjkvT9mGh9z424a+PkWghYcD11xDyysryVBzPQ/NzdQubgSpxT83rgNxFFgs/e9FntTb20u13hsbgWHDFOOxtlaZ8fnyy5VlwSQeB0pTE/DJJ87hU99F1NWf+LWXwjXR2Un9y1042LlzQF0d/gTgkjNn8DJ/Tre3Bz4qpi7zycV/V5cyCqSGj5ZxzZWfD3ADJJjnhBuE+Ici/rOzs5GSkoJoaXIHT6KJi38eGhNq8Q/Ap9eWh+cMHjwYCQkJyMnJQVhYGGw2W8DVXbq6uuTfGz9+vGwIeRLz586dQ0tLC8LDw/sZIILg4X0iKysLmZmZ0Ol0sNvtHr3uNTU1sFgsiIyMxJAhQ0Li+Xftl3xkzJOY7+jokI3FUaNGyX2orq4u4FK4tVL/SwcQAcghNxVeDApe6WcMgIjJkxXh7aOClieYzYYqSeDkABglLT997pxn8c+LAgDAZZchl7eBC5IAOL1zJ2wAYnU6zODL2tqUmtRqOjuxU6rMNDU8HIPHj0ekToceAHXc+/Vt46vu+ncF9YRSXEA2NpJw9DSPgjTa8o7qu018ua+6356wWBQRk5KiCHnuQVeLi7Y2EtzcOImIoLACvk2gwrunR2l7cjK1AyBjR6frL5r4cm68DxmiiP/mZmpfIJ5/Lo6ysiiMh/+W3d5/Nu7aWlrOR9Zzc53Fv14fWO6B1aq0I0ySV3w0IjcXSEyktqknn+LfFxQoIR41NeT5D2QkRit1dTQCYbdTf7FYyIA9c4byEYKdET3YtgUjct15/ocPp3/5sbqKf6uV8kSam8GnK/2Qv2vb2gILR+vpofPIK4NlZysJvHzyRTV8NJtP7FVQoIj/5mbqN4GMQLhhQMX/V199hZkzZyIrKws6nQ5rebkxCcYYFi5ciMzMTERFRWH69OmyZzOUqMW/TqeTBYsnz6I6qRJQxH9jY6PXGH1vcC8vr9DiK8yDi/8xY8YAACIjI+V2Byq+ubETHx+PpKQkn5587vUfOXIkjEajfB7q6+vRLbyKQaMW3nq9HunSC9JTn+AhP0OHDkVERERIPP/qewOAz3uDe/2zsrKQkJCAtLQ06PV6OBwOuY/7S630IBwMABERivj3YtSckM7FWACYMkUR3jw22U/am5thll7COVCF/Zw751GoHOe5RAAwfDhypUTlqtrawMS/wyGH/ExMScFIKYa/pLqaXgiuYqW0FDulZ9XU7GyE6/XIlcIhyurrAxM3wdDXB3z5JcU7f9cnL+KTQTGGjtpaPA+gDqBkW73eOQEXICFSVYWKykp8qVq8CaD+w1hgL/XubkV4JyU5hwiEhSnioq8P2LePhA8X4zk5JCa4uGhpofX8fXarE3cTE53Ff1SUs/Du7CRhExXlPPrAxT+vQuRvGxwO5Z5KSgIGDaL/NzWR2Coro3PMGE0Atnu3MiFbWBgZQZmZtE19vTLDrj/9lJeQ5KJ58mT6l78/o6IoH8IVrmmGDwckJwsaG8k4s1iCKxDgDquVjn/NGvq89x7w/vvAf/5D4nf4cOoj+/cPTEUws5nq7Acz+qB2hPDnnFR5Dq2tdK1cz2t1NdDUhLLaWvAi0UVNTWgDSHgHahhzAyItjfoa75t89IE7Q5qaqC8kJSmjYvn5ZFCHhSmFBEIUCjag4r+rqwsTJ070OJPssmXL8Oqrr+KNN97A3r17ERMTgxtvvBHWEHqO7Ha7PHESFzi+vJuunv+kpCQkSDGLFdxi8xNXD6tW8T927Fh5GRffgYbdcJHIPca+PPk8IZXXck9KSkJiYqLXbQTa8bdPqOP9AeU6njt3LuCJvvz1/KtDfgAgLCxMbkegRkitZGgMBoArrlDEf0MDmJu4TYvFgjIeEmc0AuPHK+K/oSEg4c3bngIgOjkZoyShUNbeDrubl7O1pQWlUhvGGY1AWhpypRd/VWNjYOK/pwfHpQf/hLQ0DJeuSWldHYkEtaeutRWde/bgqNS2qVIscYGUXFnOq0l8UyEFfX0k7tTX5+hRinkuLf3uhxX09tILub0dz1sseBbAHwA6vsREGrZXCwWzGWhpwYc8FEwywg4BaAbIAAgkxIPPRgqQSODiv7mZRC+fRKqoiMpJ5uYqholkyMtihBsK/hoh6sRFtfBuaaE2tLWRAD59Gti1i86NTkfbRUQ4hwo1NNB59Vfw9vYqRnhCgvN5SEykY6urIwNo+3YS4TzHIiODvLK8DSYTed2bmhQDRWsb1PHdl11G//JSrp6QnpmWoUPRFx8PREeT6G5ro3MUyjk52tqomtCOHZScnZtLvxUXR+c9OZmuWXY23adBjBoHTEkJGYilpYEbH6rtWEsLHgRwx8mT6AOoX0ZEOJ/X7m66d+12fKLqew7GyFhvaqJrEYj45/2B90l+f/CZtjs7ad8nTigTeTkc1EeTk8lA5wa12Uzrh2A0aEDF/49//GO88MILuOWWW/p9xxjDX//6V/zhD3/ArFmzMGHCBKxatQp1dXX9RgiCgXsjDQYDUqQTrNXzz8U/gKBr/XsK+/EkmHhsPvf8A77Fui88iX9fnn8u/rVsI9AGY8wp5h/wX/ynpaXJE315ytvwhTofBoDPhHhX8Q8g6Lh/OfwJAMaNk4W82WpFq5uE+OKjR+VKP+m5uUB6urxNdX19QMK7Sro3cgEgJweZ6emIBdDHGM4WFfVvw65d6GMMSQAy8/KAsDDkSs+Xqo6OwLzuPT2okATL0EGDMEJ65pS0tpJ4qakhgVdUBOzciT1HjsABIB9AluSFzJdCG8rb27+5kIKuLpqxdf16qqttt5Po+vprEocxMeRV/C5XG+JhP+fOgRdS3QaQgRMbS+KVv/R7e6nee3s7tkr3zf3Dh2NcXh4YgK2AEm/vr2OLC/bwcBIL3Ivf2EjCoboa+OgjEntpaeR95vcuF//qmOLYWAr78Ed0qatNJSUpQqW5mX6vpYUmzyospJGRvDzFAOGjD2rxHx1NBoI/hhAveQrQeeACq6tLCakqLKQ+mJJCH/4clZ6riI5WEo/5PAQnT2o/Fz099OEjHaNG0flkzHm2VjXd3UBlJcoA5Pz97/jRc88p3v+aGhpF8lL0wy8cDroPz56lZOOkJNp/aiqJ/5QUpfISN0COHv12cw64CI+Ppz4c6EzL/JrZbDjb3Y1/AFh9+jSOAtQXIiOVED27ne6PM2eAvj75fk6UwnM28Xa5q1zlCz5hF6CIf35/tLfT/X7sGPDBB/RMzMhQcojy85XQQr5tdzc9W1zDhQLgvI35Ly8vR319vTy5EQAkJCTgsssuw26pioY7bDYbTCaT08cbanHDZzD15t1UJ1WqxX8wcf9qcTaQnn9+vNz4EeJ/4GhpaYFdCk/JlLzMvvqEq1EaHh4u96eAve7Si8c17Eer51+9ja+5Mzy2gRtBADBoEIyRkZAG6FEhGTxqTkhlQccC0A0ZAhgMcrhLVWNjQLHu1dJ5yAGA7Gzo0tKUuP+jR/t5Ko/v2QMAGA9AJw0350ohfVVmMwkjf1+qdjuqJHGYl5qKYVIMa7PdjraICBILmzaRZ/PUKWyT+slUgCqqAMjnoYFmM71IQh2e19kJbN5Moj8ighIc//tf4KuvyAObmkovuIYGZSKkb5vaWqq4EmAOCgBZ/JccPw6eRVIOoJbHEzNG4sJmI8G5fz96srLwlSRmrps4EZdLRvpJILBkW7VXMSmJRK467MdgoCRgvZ7i6qVRWdmbzcW/epvERBJc/sR7m0zKPZWUREYHQKKqt5fCabKzqQ+OHu1sgOTlKbkGAImamBha5k8OhFr8JySQeOWx1S0tJKTi4iiGmp8H6f6oTE7GbS++iC+KipxDfzIyaMRCa7giz33g1zAjQzEsPAn406cBhwNPGwxoMZux+cgRlHABXlNDIrimJvg8GT6b8KlTdN1dZ6Z2R2oqHfs3ZaSfPt3fu3/6NPWB3FznqlT+4nDI+SZfqBYX8VwLbrDW1lKI0ZEjwJAh6Kmqwi5p3WfuvBMAsIXnbgRS67+nRwnTcfX88xj+/fvpXhk6lPou15A8b0W9LQ/NC/S8qDhvxT9PWuVxzpz09HSvCa2LFy9GQkKC/OFeR0+4xjQDilhxF8LjmlTJCUb8NzY2ore3FzqdTj5eb0LPZDLJYk4tskLt+fdmTKgnf5o4cWK/NgjxHxxcdA8aNAgGKVbcX8+/lm28YTKZYJYe/MF4/rWUz/WGPCoGkCctKUkO/SlzM9HXSWnG6THUcODsWeRKL/wqf0WFRJV0/rjnH2lpctz/qcpK54mbbDa50s84gB7qAHL5ebBYSKj4+0Lv6UGlFL6Vl5GB2Px8SLVdUNrVRS+n1FQSfKNH4zPpPNyYkkLnDUA+f0YwRgIvlEm/DgewbRu90IcNo3AOg4F+o6BA8SpykXrkSOCevWA4c4YMj2CeUX19QFgYCvmEWhJfAyQc4+Pppb5mDf2bnY2i2lp0MYYUAOMvvRT5kse9ElBq/fsreLmw4OeWi4S2Nvo+LIy+k54h6OtzrrKj3qapiWLdLZb+CbLeaGwkcRkWRr9TWqpMZtTcTIKG/z5HHe/f2EgTGfEZf+12JfzBn3Oh9vx3dzuPQBiN1Ca16K2pAQPwwIkT+HjPHiz4xz+UEYhz58iA6O11njXYG+rqLbGx9JtqL747Tp3CXgD/VY3Afchzkmpr6VhMJhopCXSUzm6neSg2b6brIBU08UlMjBKOFmqam8lJsX49OSx4+dejR8k4Cw+ndgYa+sMTfltbncT/Pj4XBk/4LSyk3xwyBIiKQvGpU7ADSIiMxD3SpKVnHA7YAbq2/r473Il/dUhaQQE9rzMylOpPXL8NGUJOpbIy59G5uDgavfE0i7hGzlvxHyhPP/00Ojo65I8vj6erZxMAhkmeutNuvIrcu8qTKjlcKAcS88/DO9LT0xEpPZy4YGppaUGLywuS19YfPHgwkvhDH99czP+5c+dgcalBvXv3bvT19cn130PVBgHhGvIDeBfyFotF9sarxX8w8fb8dxISEhAjedG4Ydzc3Nwvud1qtcqGpzujNNA+USslAQ6OiqKXwqBBkFK3cPb4ceeVrVZl9m2AXiTR0ciRxEhVZ2dAMbTVkrjPAehBnJoKHnB3orFRmTXV4QAOH0aR9OwYD8jiP0/yvjc7HDB3dPjtUbN3deGc9CLMHTwYGDwYfOyxtLaWXiJS2MK51lYcamiADsCNKuM8n+cqAPQiCaXnv7aWXlxqz2J6OhkBrp7GlBR6sQWRjB4QXV0k5mw2JSTJX3gZQZ0On0oGbaIkKr4GSDhmZJDobmsjr3NMDLZKI9bX6nQIy85GnvRCrwCUut884VULdrtiPHFve0KCUrffnWFVX0+CxGCgfmw2K6MGXKhER5O40Cq6eAhCYiIZtOHhinfdk3HH35O5uST68/MVA4bXM/dX/PP7KT6ePMg8udbTKEZNDf4DYIvUBw/V1aGaGyncUz9oEAlQLTkIPT3K8XLDg78bvYj/16T/ZkrX8EPuSKitpfumrw/44gsK3wokdLKhgWa2TUlR2qOF8HDqA6EW/4xRVSGTiYyjo0fJSF6/nvqSOjymoSGwEBep7/Y0NVFYncQ+3qfb2+m5FB9Pz00+a7v0jpqQlmD7lWMAACAASURBVIb0xERE6fVgAKoAJZTP33A0fv7cef7DwpSqULzd5eUwAzgYGQnW0qLE/wP0+3zOiCBDf85b8c/riTe4PAwbGhrk79xhMBgQHx/v9PGGa0wzoITS1NXVoc3lAbR3714AzuIGCM7z7xrvD1DFHS6auNjn8Fl3r5DqdnP4+rW1tR7nKPAGF49cMCYnJ8vnz/W4vv76awDAVVdd5bYNIuE3ONz1CS7+3XnQS0tLwRhDUlISBvGHC4Lz/LszjBMTE+XcGNfKW4cOHYLD4UBqaqrTiF2wpXBrpRfq4Ph4EgqpqbL4Lz11ylnAVVXhmNSPxwAkhjIzkSsJ8Ca7HZb6er+9SVXScyiX7zM1FVLFZhxralLiNj/6CJZdu7BTukbXRkTQC660FAlhYZAkAcorKvwW/zVVVWAADADSMjKAxEQMlxwQJS4JtBulPIRLAKT+8Ify8gLp2VkHwNrQEFrPf3ExeUr5BEu+MBj88zD7w7lz5OmsqHAeYeGVkUaMIHEVSEKj5FVkOh2KJE/g/0r12WXxD5CHLjtb9npvkZ7j1yUnU9UqtfhvbiZvcXm5fzHmXFgkJZFXsrxcERnuxAF/dvAR8fJyCiHgnsVz52j7mhptseZ9fYoxnZxMRlVKirPn3127+b4zMkh4paU5e931eufRNF+oxX9sLP2+NNrltg3d3UBLC16S/oyQBFghf9/zfpGYSEaIFqee2surRfx3d6Pn5El8Kv35xr33IjwsDIcaGnAWoHPEGI2ipabScXzxhf+ir7mZ+hQ/H/4QHh76kp/V1fSsyM4mQ3PECDpOk4mMQR6aEx1NHvpA7lHJK763tBSdAGKk63vCZkMXQOI5Pl5JdAYAxnBYOtZJQ4dCp9NhiNQnywG6v+rq/MvXstvlPmFLSkLz2bPO94arIVFejh0WC8YCuHjZMsxdtQrW1FTFecJH52y2oHNBzlvxn5+fj4yMDGzZskVeZjKZsHfv3n6iNxjchf3Ex8fLAviES1zqmjVrAFCysmt7gdCJfwCYLCXpHTp0yGk5F/9Tp051Wp6amoro6GgwxvwOsWCMyd5h7t3V6XSyIXRACiHg+BL/ZWVlHiejEvjGXZ8YNYqizMvKyvqVUlWXXeW5K0BoPP+u/ZK3o9gl5GbHjh0AgGnTpjm1gfeJiooK9Pk5VNnV1YUOSbwNTkyUa5NLFZtxpq5O8ZaazajasAHlra0IA3CJ0UhD14MHI3H0aPBXXzWvjqMVxlAtCYgcgF5Ovb2y+D9VV4ceHkvc3IwdVVWw9fYiG8CI/HwSxEYjMGwYCqQXzdmKCv+8vACqJIGfC0AXFwfodBgheUtPu4iTDdJzc0ZUFKAqCpASF4dY6eVaUV9PYjAU92lzM3nUXcI0vRIbq3iiQ0lDA4USFBUBa9dSKcPPP6djPXCArgUf/vfzGgCQPf/NnZ3oZAw6AD+/8UYAwHEAbW68sy0mE76Wlt8gjSxzYVENoLe+nvpPa6t2caESFkhOVhII+SiAO9Gmjve3WslocDicxX9UFPXZU6d89w11QmNiIrUpPl7xVLrz/NfU0G/GxNBvRUWRWOYTlNXVUd9oaNDeN9TiPyaGDC4++uBO/BcXox0AD9p6fNo0AMA6fiw1NUqd+NhYbSFiKmNss06H6c88gzL1SIKrUff11/iqpwftAFITEvCTggJMkZwUewEl5CYsjM5Rfr5zqVatVFUpE1z5S0wM9YlQlfzkScT8+gNKGGBmZv+QJD6K4+8zQmrvfum9d0NqKrIHDYIDwEHAfb9sbcUR6XcmSronX7pHK6TvYTb7N1rZ0ED3kk6H+997D5lPPonjXLRbrf1GVc5t3YobII00AHj34EH86p//VAwGfk/HxdGIVBAlkwdU/JvNZhw+fFj2bJeXl+Pw4cOoqqqCTqfDE088gRdeeAHr1q3DsWPHMHfuXGRlZWH27Nkha4M78Q8o3n+1+K+qqsKBAweg0+lw8803O63P4/87Ojr6jRb4Qj2Zkxou/g8ePCgvczgc2CUlNLqKf51OF7Dnva2tTRaU6nPBDS11krXdbsceKaHRVfzn5uYiLCwMFoul36iNQDvu+kR6ejpSU1PBGJNj6znbtm0DQMJbTag9/4Ay6uVJ/Lv2y6ysLOj1evT29vrdDt6GGADxiYnkASkokD3/Z5qaSKR8+SWwcSO+lPrppQASsrPp5R0fD11BgVLus67Or1KCfVYraiRRkAvI8d55Oh3iAPT09qKkvp5EQnY2NksCazoA3dCh9JA3GoGCAhRIL+GylhYKrfDj4V0pxR7n6XSyeJ0oGWa7q6pkY7vFZEKhZCjcNGWK4kmrr4euvR1DJVF0trmZXuyhiLsvL6cXo4+RVidiY0MfU2yzUeWO5mZg7FjyLkZEkODYuJGMDd6fY2PJo+uvsJE8/2ckQTgYQN6YMRielAQGYJcbL3FhURH6GMMEAENHjwYYQ6bDgcjwcPQBqGtqor7d3a3ds9vTo/Rj7nVPTVUq1rgT/3yEKD+ffisqiuq6c3HBR2IyMqh/+uobrqMPNhv1TW9hP1xI5+XRvZGYSNtIDjQ51r2tTbvQsljkELa/7NqFW998E928De7Ow65d2A2AARiWkYGHpBmBt1ZWwgI498v4eNqHr3hvux0wmcAA/E9JCbYcOYK/FRXR/Wez9T8XX3yBT6T/zrz0UoT39GC0JP5LuQh29e4y5t9oXVeXEiceCLGxdNw+CqdoprqanAQ8sdoXKSn+J6ADcljeGemcj0xOxhTJ6N4DuDWw2dmz4DEWk6RiCjwvpxwgIR8XR8aIVieW1H/PJSTgv7t2odfhwOenTin5NmrnMmP45/btsAC4KC0N782bBwD4786dsKpn7u7qovPCJxUMkAEV//v378fkyZNlkTtv3jxMnjwZCxcuBAA89dRTePzxx/HQQw/h0ksvhdlsxsaNG2EM1Ip1A6/x75pYPG7cOADO4p+XGJ06dWq/9WNiYpDGO4qfwptX+nEV/xdddBEAZ89/cXEx2traEB0djUlS7W41gcbcc89wamqq0/m98sorATiL/6KiIlitVgwaNEj2AnP0er3sbf424/4ZY/jss89QWFj4rf2mO9rb2+XQsGBwF/MPKP3yuEus+9atFNl43XXXOS0PxvPPjTfXMDt+zdUGCGNMHpFyNUDCw8PlHBZ/7406VbKvLj6ehNzIkbL4rzOZ0LV/P4m75mZskR6G1wFKwmlCAqAW/83Nfg2dN9bWotfhQBiATH5vpKdDl5RECb0AjqkE32YpCXQ6QEP2Viu9NBISUCCJ47LmZr/jNquk0by8iAi5BNzUMWMQCaCquxtnpefIyo8+gtXhwGQAF3NHicNBL/DWVgyXPMOlzc0kmIItJchnxlTlH2nCaKRtQzRpDQBKIi4ro2Q5nY6uf1ISCVy9nvIv+DB/QgKJAH+NH0n8n5Web8P0eiA8HFdJOR1fuxEqH0vPz1sBErmdnQgzmeRE9AqegK3Xk0dPi7iQxCYAEv8OBwlpLv5djZCeHioFCwATJpBgTk6mc8JHC9QhS93dvkchXMU/YyRM1LOSusKfj+PG0fXnYUp8Bta6OjoPOp220QfVBGkVOh2eWrMGaw4fxjo+Ourahr4+YM8eCtECMG3YMIwcMgSJiYmw9/biLDca+H0RG0uGra9cIelcbANwWjIUthw7plRVOnZMWffsWbDSUln8z7r0UkCnw3Cpcl4pD/NwdZb4O/NwSwuJd3+McjVRUXTsoar3z8PatCYd6/XOE2VpRTLoz0jG8bCUFFwhGUC7ALf3fN3WrWgBEK7TYWxuLmA2YwiftwigZ3VSEhkBWh2bkiPog8hIOKR+fLC2lu4/gN5bEqyqCv+Q7uf/ufVW3HXxxchOSkK3xYKtdXXKSAmv5NXTE1TO1ICK/2uuuQaMsX6fd955BwB5sp9//nnU19fDarVi8+bNTuU1QwEvBcon6eJwz79aZK1bRxVg3c1LAAQe+sNHCngsNYcbRadPn5aTK7nAmjJlipwcrCZQz79rmU8O9/wfPXoUndIDjU/KNn36dKfwDs63nfTb1NSEK664AjNmzMDMmTM9Thr3bXDHHXfg8ssvdwpXC4QmSUB4MkqPqV4kFRUVKC8vR0RERD/hrZ7oq8fPodMO6cHJJ27juAv7OX36NFpaWhAVFSX3WzWBJv3WSy/gTIAefpGRwMiRSAIgyRWcjY0FCgrAsrKwVTLWrwNIgERH04tPLf5bW7XF8Eq0SgI9CUBEYiKJjcREIDFREf+SMK9sbMQh6Rh/CJDAsVjkGusF0j1e1tZG4s0P4V0prZtrNFIbzGZEjxwJHgS59ehR9Pb14fUNGwAAvx4yhEYeABJy0dHAxImy+D/T0UHLTp+ml0igQ/uVlfRCcnl+9cPhIE81F3P82RGqmYZ5tZBBg/onGEuJ4vIoCEDHrp6RVStS2M8Z6cU7VBJWV0n9/muXkp2m7m58Lo3e3qrXUxhWdzeQloYhvLIcQMI7M5MEktYYc3V9fYAMKl6F7sQJZ+FcUgJmtaI2Lk7xuvN7hOcJuXoSfY3KuIp/gPbJ+51rVZLubgq9AoCpUxWDBaDES4DEv8NBIWRawuN4vwLw58hI9En9eCs/N83Nzm04fhwwmbBD6gvT8vKgS0zEUKnNZ3lsPBe84eF0Hn0Z6j09gMmEFapFRysq0MiddNLIKADg3//GEVB4R7TBgOtHjABiYjBc0h0l/F50fT4Yjf4JYV6EQN3vvXHoEJWm5f0mPJyMyZ07ybA+eTKwJHmA+ltZmf9OAj6HiT9I77qzUnjnsPR0TJME9w6Q0HbqExYLdkt5UiPT0mCU5lfIl85buU6nOFDsdu2lNiVj+t+qMNODdXU0BwRA51Tiq3/9C2cAxIWF4afXXgudzYaZUt9Zd+xY/3A+XhY0wOf2eRvz/23AGJMFjifxzz3/FotFDmuYMWOG2/0FKv7bpYenq8jKyMhARkYGGGM4cuQIGGNYuXIlAOBqqQyVpzb4K7K4p9k1xCMrKwu5ublwOBwoKipCcXEx3n//fQA0MuOOb7vc5wsvvIC9e/dCL4VCPP7449i8efO38ttqSkpKsGnTJgCKoRgonvrl+PEUaa42Sr/88ksAZBDGuQzvpqWlITIyEowxvyf68tQvufgvKSmRY/i3b98ut4FfBzWBGqUdkmGcCJD41+vlmvVy6I90XCerq1Hb0gI9pNr2ycn0keJ/c6X42yrucdc4lG2S2hAPKELFaAQSEpSkX0n8v/HZZ2CMYTqAjORkEnN9fbSd0YgC6f4q6+ykh/f+/VT5QsMDvFISZnnR0SS4SkqAggJcJ72gtuzahedeew1VNhsGAbjr0UeVjc1masPIkRgmjcKUOhz0Yq2uBj7+mCYA8jf+v6KChIHRqJSqc0PN3/+OL26/HeZ77wX+8x/li9hYEql79pCXLJj4f+7l9EdcREQoSbBa4Z5/SQwOkzzXXPwXAbCo4v6f+fe/YevtxUgA4y69lPqjZBD2E/9GI41MHDni2/tvsShx7gkJJNSyskh46/X9qykdOYJ5ALI7O/HEP/4B5nDQdlFRSry9enIto9G38O7tVe6jhAQy6KKjgSuvpO1NJhrJ4Bw4QNc4M1Op9MOfWXxUhlcxio3VlvDZ1wd0dKAZwEpV/9lSWkptsdmcve5bt8IGYJ90nFfl5ACDBininz+/1L8bE0P909v9YbXC0t4OPgXpIMlTu40/Mw4fput19Ciwfz/WSsbvDZMnI0rKlRghib1SqxUMcC/+/SkT3Nrq9b504pNPgGefBV56CXjzTeWZlJFB53jzZpod+OuvA7tP6+vpueXyPulHeTm1hYdExsfTtv6URu7tRQ9jqJAMlWFZWbiooADGyEg0Ayjh14GzZw/ekY7pJ1K0A3Q65PMRa+6o4KE/WkfnGhpQCWC/2YwwaR+nGxthTk+nvn7uHIn5s2exct8+AMDdF12E2KgowGrFzZIzb/3+/WB89IYbofHxdD4DDJu8oMW/1WqVvaGuIovHNTc2NqKhoQG7d++GzWZDVlaWUylFNYEKb09CDwAuk6YIf/LJJ/Huu+9i3759iI6Oxv9n77zD46qutf+bGc2MNKNebFUX3DE24IqNwXZcgukQcCimBGJKbvhIQiAhHwQI3EtzgFADXOCSBEJvhpgSSjAYgw3Y2Lhgg7usXkZdmvL9sfY+52h0pkiW/OV5uOt59NiWp+yzzz57v2utd73r8ssvt/0sDbKilVgSmc4+5Grv0mKa+vPQQw9x4YUXEolEOPnkk20jvNYxHAzFn5qaGh599FEAXn/9dS644AIikQgPPfRQgnf2zSKRSMyiVZ2xAhOQ99V0Riparcou8v/mm28CMHfu3B6f43Q6DepQb/n2sdblsGHD8Hq9tLe3s1txzbVT+kNV+BhtfX02NPDOAjmAfT45PDIzu4H/SCTCNWr+FwJp0F1BJC2NIeo6dmu95iQpN93Av56L/HwYMgTd3u6jTZvYU13Nfyvn72cgnHOHQwBDerpE/hXA2NHRQXjQIDnMV61KKo28W0XIh2ZkCCgqKIC2Nuap/ei1r77iFkX/umfcOFKtlLymJlEdSk9nlMoGbQeJIo4eLYD5s8+S1zQHAVUffihgJE4/leoVK5j++uv8MBgkH3j6uedMYFVYKPPz8cfigHzwQd8zEFoWL9koJ8h93LWrd9mHUEgi/+r5GKEcukMKCylyuegC3lSBonfXr+c+RUW8F3DoepiuLsjPZ6hugAcm5WbQIFkPiepS6uqMotSdjY2Mu+02bnjqKbmXOvJuCRL8a9Uq7lF//9Py5dz+wQcCZHw+k4Pd0mJmE/x+mdN4QC8Y7P56r1ecidxcM5K/dq35eiUUwcyZAubS0kzwn5lpZo90ZNXvFzAYD3Qr8P8x0B6JMDwvD5fTyXd797JTMwU+/FD+rKyEf/2Ld4COcJjB2dmMysuDrCwT/GugZ90vMzKEnhaPb9/YyNbWVrqA3PR0lija7rtbtkimJRiEZ56Bu+8G4FV13adMny6fW1zMCMVLb+jqojZ6DCDz1d6evFJYdXVi9a1QCJ54Ah57zPzd668L0NdWVib7RFmZZAdUk9FemS6ijueM1NXB738vY1HiKkavg97Q80Ihdjc0EARSgaLCQjweD9MUrvsIzDURCrH3xRdZod7604ULxQF1uxmugsBV4TCtIOsnJ0f2zUQZQ5WR0i7GhKIiSgYPJhKJsG7vXqGEAtxyCw2//z0vqNddfNZZ8pe2NubMno3f76e8poYvrIo/IPdVqVb1xb7X4F8DLIfDQXqUDFZ6errBqX/kkUe6cartqC5gZgusBbrJWDzwf+utt5KTk8Pq1as5//zzAbjyyit70EG0TZkyBRCaTrxmaNEWK8oLcOaZZwLwwgsv8Omnn5KRkcEtt9wS87MGMvLf2dnJqlWrePzxx7n66qs54YQTaGtrY8qUKcyfP5//83/+DyCAOLo3wYFae3s748ePZ8KECT3mNhgM8uSTTxr/3rBhAzV90JPXFgv8W2Vo6+rqKC8v56WXXgLg9NNPt/0snc3pLe8/1ppwuVwG/W7z5s2sWrWKtWvXkpqayk9/+lPbz+rrmmhUY8gEASk+nwBqi+LPC6tW8bu//IV/rF2L2+kU+b6xY7vzn9PSGKKoDbsbGgQgJlm4FbCOITNT3ltUBEceyUxggsNBfXMzU371K2oCAcrcbk4Cofx0dkoUNj0dPB5Kx48nBegEyisrBXx2dCQFPisV8CjKzDSLO5uamHbsseQD7Qo0X5mRwbk33tj9zVrRxe9npFoPO4FOvSZycuS61q1LPvrf1CQ/gwebFB6r1dYSfuwxLnj4YcoBt9NJB3B5OEzFgw+ajaEGDxZgUVgoWYBeBi4M27evZzOpRJaRIdfQm2dD0X4MSoE6xB0OB6cpJ+j8N97gqsce44Q//IFIJMJPgIUeD0yebM5vZqYhFLEDTMpNWprZhCie6TXj93PzSy+xpbKS+x57jLDfbwILBf7XrVrFeSobMUEFA37/5pvsqq83AbjOmGgnxOcTUBrPCQmFTCCalmaCf59PuvmCqC6BgHglFMGcOfLZ6endnlHDWdfgXyloxa0LCYehqQktdjt96FCmKcf3PR3M+uc/4fLL4dprIRzmv9V3njt7tpzn6ekm+NcRZ6vKjNcrz3K8M2XPHjQRcmxJCfPU9b+xaRMhLYzx2mtQW8uO4mLWBQI4nU5OnDrVoDn5fD5KlSP2DUiAwhrx9niSB/9tbbK2o2skd+wQcL9ihYD+n//cBNrnngsXXih/X7Gi517g88k927Spd0ozSr/euNeRSM91FQyKY6R//+KL8gy43fJ/vclch0JsV8GdEYAzPR1cLmZNngwo8P/JJwKc//EPHt+9mzBw7JgxjC4pkbnz+ciZMoUs5TztBHlGtQOWKGCjFKj0mhg3eDCTVOb+ix074Ic/lP1vxw6ebmqiHZhQWspUXfsSiZA6aJARUDNqWDT4dzhkz+6jsMr3Gvxr0J2RkYHT2XMqfvvb3wJw11138dxzzwE9CyqtpvnxX375Za909uMB73HjxrF8+XIDwI0ePZqrr7465mcVFRUZDsAbb7wR83W9GcPpp5/O8uXLGTt2LDNnzuSLL74w6Cd2NlDgf8+ePRxxxBEcffTRXHzxxSxbtozPVKrsuuuuw+FwcOSRRzJkyBBaW1sNCk5/2fLly9m8eTObN29m0aJFRg0ECO2lvLycvLw8IzOkqTC9tVAoZNR4RIP/TAtgWL58OQ888ADBYJBjjjnGKBCPNs37723kP96aOFTJRz766KNGgf6SJUso0MV7UabXxPbt23slARtQz2gmyKarnfSjjuIUIMXhYM22bdz24osAXJudzViAY47pTilwu6UxFrC7uZlIcbHZXj7RGKzgX4F4MjJg7FjcmZn8JRLB7XJR1diIy+nkP8NhUgAmTJBDRI/b4SClrEzUeoDvdMF0Elra4XCYgEph52RlycGiuP+eadNYBTwDfJSfz91//GP3aJ8eQ14euFwUDhmC3+kkDOy0Xr/WNE+2i2VLizghUYA70NrKedddxxlLl3LDq6+yIhwm1eHgs2XLmDJ0KAHgNxs3wnvvdf88HTles6b3vOL2dgFKvVU10Wskul9EPAuHCTQ3U62crRHjxwuIKC9n2ZIl/ABoDoW469VX6ejq4uS0NO4HmDdP7kNHh9FxdoQ66LeBCW6cTntwFG0q4rc7LY2/qFqw+vp6NjU2mrz/L7/kgw8+YMbtt7MHGJmaysply5g3bhxdoRA33XWXfF9WVs+ouy7IjjeOtjaz86yWUE1NlescN07md8cOudc6M3rMMRIJb2kRh09natLS5N9g0l38foluxns+FPVIt+QcnZfHvGnTAHi1utrkSu/bBzU1VACvqzV+8ezZsuYyMkzw39oqjlBLi1DyQABoIvBfUYGWQBg3eDALjjiC3Oxs9jU28k5JCVxwAWRlUTt0KGcpQH7s+PHkezwyBjXO0cpx25aRIaDZGkzUOCUZ8N/UZIBYw8rLxQF65BF46CEB/fv2QWoqn517LjeGQtwPRDQdMKp/CCABi8rK3oHxpiaZT79f1vYf/wjnny/OEMh+tmyZ0N28XslStraKAwAyN+vXJ09xCQYNOuhIkDlwuZilMNpyh4Pq1la46CICjz7Kveptl554ovyltVXGWlTEcBU0+k7PH8g6TxTcC4WgpcV0CIuLmaScj7V798KCBfDYYzRcfDF3q3v/00WLxBnVZ2R6OieddJKMWX+f9VnIyOhzMfb/gn/sI+4AZ5xxBoceeigNDQ0GjSYe+B8+fDgFBQV0dnYmHf2PV3eg7eijj2b37t2Ew2G2bNnSrauvnWkZ0uXLlyc1BjCBXqwxnHjiiWzevJmPP/7YiHTFMk3x2LdvXw89+r5adXU1xx57LJs3byY7O5v58+dzxRVX8OCDD7J69WpOOeUUQKJvWgpW92ToL3viiSeMv69bt47bbrvN+PcLL0jS7vTTT2fBggVA36k/VqfCrkndJZdcAkjNhS5u/uUvfxnz8/oa+Y+3Lq+88krcbjevvPIK7733Hm63O+4Yxo4di8vloqample1BwEV3TRoPzqKtXAhRwLr3G5+dNRRzD/8cJ44/3xuqKuTA3LSJNnwLWCwZMwYHEi6v0pTDr74ImEESzsgxhg0wMnPh9GjOQJ4asoUli5cyFczZ3JeKCTgS0eQNF0JICuL0Qosr9OUDL/f1D6PMw/aZcqyUo98PkhNZdT55/PjRYs4+v77cUQ3QWxu7hbZdeTlMVJ9xjYrF9rvl9cmq77T3GxG7xE5y5NvvpkpP/0pf/vqK14MBtH5wT9deilHjBzJgyoz9zeg4dFHe6asBw3qm7Sf5vvr+60L85KxggIBOqtWJcfjDYf5VtGjCoDM0lKJwgeDpA0dyqseD/8FXD55MvcOH85LbW34MjJgyRJ5v5bYzMzkUFWEuBdo3L/f/P6UlMTgQs3dvV1dBC1r56NvvxU500MOYVdLC2fedRftkQg/BD77wx/I8vv5T1W39uRf/sK3334rjp+u99LqchqExAP/+j65XPKTmSnrwecTwKZr0+65Rz7X6YRzzpHfdXWZqkBgatmDSVfS0c14BZaq0FaD/zEFBZytQNwbX3/N/uOPFxrUT38KP/85d0+bRigcZubYsRyalyfPcnq62Y+kro6gAmkGNUQ7ZPF455WVJvgvKMCbl8eSc88F4O7XX+eGjg5GpqWRv2sXn333HXkZGTx42WXmulXP5ygVPNqmAylK2tswhyM5B72pycw8gvz99ttl/ZWUwLRpcPzx8MtfcuuppzL9qae46ZlnuOJ//ocPdG8Qu9o5r1f2qt4E9wIBc92vWCHzGokIvef+++E//kOuMyUFrrkGzjtP3vfxx/K6/HzZlywFsnEtFOJbFREfqTtep6Qwb+5cDisspDYS5qKydwAAIABJREFU4Syfj5siEa4AaoExJSUs1oIZbW2ShfL5GKkyMdtA1qVWK6qsjJ8lDQahpcVcE0OGMEtRc9/Zto1wRwfB7GwWf/452+vqKM7N5TxN3bUECE444QQcDgdf1tWxB8RZ0/uEVqLqg32vwX8saoU2l8vFPffcY1BsZs2aZUgW2pnD4TCi/1oHP5G1tbUZdQd2EVbrZ+ufRKY9xbfffjtp6kssZZe+WEFBASUlJUQikW4SoQdi//Vf/8XOnTsZMWIE69ev55133uHee+/l8ssvN+oitGnwv0IVX/aHlZeX89ZbbwFw++23A6J6FAgECIVCBvXmjDPOMBR31lq5rr0wvS49Hg9eGxrDr371K0aNGkVVVRWNjY1MmTKlR98Jq+nIf28av4XDYWMcdmtixowZPP7444AUFb/99ttGNsDO0tLSjELh6I7V8axRgYtMp1MOHX2QHXkkZGUxvrOTFxYu5J2bb+bC/ftlQ5s0SV5n5RMDntGjUUxoKdDVjZES0CuMfQJMxaHUVFNCEjhz504emTCBQ1UElksukUNaRzf1c5uRwTFqP3lfz4OmnsSJatWreUgDvCqLQEmJ2dn1jDOE1mAnoRcISEGn5tpmZTFKH2iVlSYA16omyXJIAwHjusLhMJc9+CDL16xhW3Mzg4FS5agtnjWLpaop4tRRoxhRWEgYWN3aaoIrbR6PHJq9Bf8NDQIC3W7JHPzkJ3IPrJmNbdvgvvuku2j0d5aWCjhNhnIUDrNfgdEyt9sEhqWlUF9P+uGHcy3w4Oefc8WOHbhAgKdeizqy7PWSXVREsXq+NoVC5twnAy6Uk/apOj9Gq/qBlRs2yL284QaWejzUAJOAl08+mRz1DE4vKmL2pEmEw2HZ1zIzzWZwn31m0l3c7vjgXzsomZnyHu2Y+nwyrxddBHpvKiuDX/xC1m0oJGvHGshyuWD6dPn9d9+Zc6EbTcUyVXdggP9BgzhUZalD4TD319byyaWX8mxODnc2N3OHyhZfdeqpAuZVPU5JSYn0IwmF2KMcAT79tJtyU8zIfygEDQ0m0MvNhUGDuGjpUgDe/vpr/vDMM3yrqF0ji4r4xw03MK6sTJ7f4mJDoWq0ukdbNcd7zZrudRcuV3LFr9pB0HvPW2+Z1JtbboHrroPLLuPhjg5+p0Q8RqjAwR36mj/6yL7mIyOjdxLBgYChUIY6Nxg2TH739ttCp8nKgv/7f2HqVNnfU1Ikm7d/v1yDpgUmo7TT1SU9YIARfr8Ado8HT1YWT55/PikuF++1tnIj8Bf1lpvOOYcUnYUKBiUT5nAwRmWEtqakyHVs325S4uIFN4NBIhbaz9jSUo6ZMwe/309FIMCXW7fy7MqVvLNuHT6vl9evv54cndluazOc0oKCAmaqDuKveTxyX7UEfRJ4MJZ9r8F/oog7wIIFC6ioqKCuri4pGsdR6iYlC3r1GJxOZ4+6g77a4YcfTllZGW1tbUatQiKLR/HorTkcDqP49EALX0EyCLqA98EHH+whRxptRx11FCkpKVRWVvapuZWdPffcc4TDYWbOnMmvf/1rxo0bR2NjIw888AArV66kqqqK3Nxc5s6daxTlbtq0qU/ORyz5WW1er5fHH3+csWPHcvXVV/Phhx/iilPkqEH5+mSjJkj2QY891jiWLFnCli1b2Lp1K3NUk5x4pmtoegP+DcqN5vpr8O/zSUEtwJ//DM8+a9JIFi+WzVPRXAwbMQJNjPp8+3aTW50glRxQh6hBPfL5zOjmuHGm9vMf/yiH2ezZwvcHAQVR0c25ipb3r5oawjot39oaN+LeoEBWNogTpA4G8vMTA4FQqHtTHb+fMerfX4IZ6QX53GRl7OrqDMrPx5s3s6+2lkzgEWDdxRez9uGHeeqqq3jyF7/oFrQ4WnGhPwahXkVbamrvFXhqa+WebNwIt95qdp699lo5KBsb4eabpfPvNddI4aXVFCc4qYLncJgGFW3LsSpb5ecLCLZSIg87TNaFtRhfRxUBPB7Gq4j712B+v88nh3y8qJ5at9+oDMfFZ5wBwEp1P9dWV/NOZycpTifP3XQTaVH1OHNV8fHKlSvl+4YNE4e4tdWMsHo88cdgBf/BoEnL0/z/ri5xfJ59Fh54QLj+YNIqos+bYcNMXXwtCep2SyQ0VuFxMEh9QwPaXRydnw8eD0sV8P6vFSuYec01nHXnnYYowH8cfzyn66JjRetwuVxG1vpbECelsxO0bLPDERvsBYOEGhqMuoOx+fmQk8Phhx/OwsmTcTocLDzySJ666ioa/v53tj38MNN0MbJWP1I2Xos61NfLHtbWJnuc3h9cruTUdurrzf2vq8vg9a+ZP59b33uP3z/1FP/z7rtc8cgjAFz/4x/z1k034XQ6eXPbNr7KyBCAa80OatNjSLY4v6FB5u/dd2VOR4yAu+6CK6+EM88UR/2RR6QmBmT96IJxfV5kZcn9+uKLxBm6YJD9at8uzcyUcbrdkJbGpEMO4clLL2XxrFn8ZN48Di0r40czZ3KmLsbXZ7Zy1sdoZ0wHVtauNYtt4wWOgkGqWlupRzDRaCWUsWD+fADeWLuWP6reUdeecQZH6iJ9kHuekWFkuk9V8vLP6sy3VTa2j/a/4J/44F9bTk6ObV1AtOnI/3vvvcfrr7+eEPzpMWRmZiYV1U/GHA4HJ6q0Z7LUn0S0n96aBv/JOh/x7LbbbqOjo4NZs2YZlJp4lpaWZgDwNbrY7ABN1w+cfvrpOJ1Oox7kxhtv5Cc/+QkgGQe3282oUaNISUmhqampT85HoowUSBZq8+bN3HHHHaQlUHPQtQA7duygLklVE70evF5v3KZ6Y8aMSdph7BP4Vxt4lgYVOhOSliaAKiNDokNPPSUHwuGHS7GvLoi12tChTFLP2Bdff21GTRJwq7tF/q3ZBL9ffm6+2eRLL1ggBXQgYMjp7A5wUlOZPGUK6Q4H9cD6FSuSolc0qChoDpi0Iw2e4gEBpVqBVcXL52OuAh5vAxEVCQUEvEUXGdpZOCzgWq2NZ/72N0CaWC297DIKTzmFwTk5nDN7tmhmW6wb+N+ypWd0OytLxpBs7QGI8+X3w3PPybxPny5AorNTnIGbbxYAou/dc8/1zHDk5Uk0MxHtyQL+s6z9BLKzZX1Ony787uuvh//8T7N5lbZIxIyQA4epQ38jmEDL5xMAEG9tNjYSAKrU/V9y+um4XC72lJezqbaW2xUV8ezZsxlhVWZTa+KYY48FBPxH0tIE0KngFTqDlZIS/z7o/UTvVXqvcDplrnU9QPQepbtBR9doKDlawFQJ8nhkzLHq6Lq62Kqe0eKMDDJSU8HtZvHixYwqK8PhcFCWn88xhx7K/MMP59enncZdF19szoWlP4XB+6+tNTMWr7wia0rLp9pZMMiOqio6gVSXi6E5Oca1vf7AAzT84Q+8ddNNnDN7Nlm6WZP+fo+n2xgm6kZf1dW0afW0d94RGc5wWOY2mZpCq9LP++/TVVPD5V4v0158kd/99a/c/Oyz/ORPf6IrGORHM2dy0znnMKKoiB8pDPO43jPsApkul+y3yRb9VlbKs6Gy5yxaJGtr3jyh+Jx4Ys81ovsjWM+LsjJxkJOQf21Qe1iOBv86aOL1cs7UqTx7zTU8fuWVfP3AA7zw29+a+E5H3dWaHqOCZ1u1w7F2rVmEHA/8NzWxRb1neG4uqeqZP0Fhs3vefpsvv/uONI+Hy1Vm1DCt5qbsrLPPxuFwsDIQkMLjZCmKcex7Df6TAVm9talTp5KTk0NtbS0nnXSS0RU4lvVnxN1qVt5/MtHn/qT9gFkb8cknn7B48WKef/75Pn1OdXU1jykJshtvvDFpB2nq1KlA/4D/zs5OI+szX3nt5557LmeeeSadnZ3s3LmTIUOGcKNSWPF4PIxSB/6mPkii9fe6zMnJMQ61z3U0LYH193qAvoH/RgWyMjMy5LDQQDItTQ6Ce+6BSy8Vqs+QIUL3AAFY0fOXlcUkpWf+uaZ+eDwJJT8brUXHXq/5uboGIT9f6CR33w1XXGE6KHbRzbQ03D4fx6iN/f0VK2QTTwCyGhTIygZ5rS6OtQIJO9N8Yiv49/uZNXYsPrebCuCr1asFHDc3m6AzEY+0tdU4JIPffMPzKg191pw5wiOOY0erw/RToKuurifFJz1dxp0s/ai1VUBZR4ep3X3xxfDb34rqTSAghYtut9AdDj1UDm6rlCGY9KtEmY9wmAZF/8i20vJSU+Veh0Lwox8JfSF6v9J0F8vaHK/A7tdgct1TUror6dhZIIAmKQ1KT6e4rIxFCkSc8cQTvKg66V4TrQKmGr4dNWcOKSkp7Nu3j121tbKeVKEsK1fKnGp1mVgOpgb/2pmxBgpycmLXXbS2CtUlen58PpN+tG6drDENtGI5pMEgW1VEfowuIPZ48Pl8bHntNdpvvZXdjz/Oh7fdxjs338ydP/kJHu20KaUfbZqa+HVlJfzgB3Jd1dUyH2537Gc0FGKzWq9jsrNxWYIE7uxsMmIFaBobu0ucIv198nNyCEcibJo8GW66SZ7znTsF9DmdiSP/nZ2ydlJT5R49+ST3AH9WTsOpRx3FWcccgyclhXFlZTx2xRXG2XqWUiZ6valJ6oxWr+4JNF0uAdTJgP+ODnG8d+8WCk9amhR9JzIN/jdsML8nNVXGkmhvCIVoVGsvSz+THo88V2lp8euBtGOqKGmjVYZ5f0sLTSDOR02NrJ14znldXTelH30u6D5R9WrNXjhvHnnRZ1Uo1I0SV1paylzlwD/t9cqeliS1PJZ9r8F/byL/yZrf72f9+vUcd9xxAAmbTQ3EGEC6J/v9fsrLy5MqPu5vJ2TYsGGGvvzzzz/PJZdcQmcfOgPed999hpRnvGLraNPg/zNrVLOP9umnn9LS0kJBQYGhcuRyufjrX//KOeecw+TJk3nvvfcMbj2YVJt/B/APMFmrDCRZh9DfmSAQOhqI4k9TklHdgAJZmZprb438e71yEJ5wAtx4oxSOHXKIbOwpKT3Bv8/HJLWGvm1pkWv0+yUqFSeK0k1xyOczI1Qa/Hd0CICwpm1BDpGsrO4AXfGL56r1+UxlJeGnn5ZriUM/6gH+NVjQdKhY6fdAQCgFVpDq9+PNyGCuisBfDfxpzRpCd90lnxUKJY4qNTcLGPN6ef/BB6kG8lNS+MEVV8R/HzCutJRsv59WYD305ODr2oNk94vGRgGTulna2LHCD/Z6hde8cCGcfTYtt93GY9u2sTgcFp7vihXdAaXDIfdz27b4dIZwmEYN/tPSDK19I8MSL2uiaV5W8K/2iq9B6E4aUMQrMFXdRjX4Hz1oEHg83HXXXXg8HjZXVBCJRLh80SIOi65Ta22FjAx8eXnGvrDyiy/M7sAjR8rcv/GGXFNXV+xxaBCWmSlzYF1nWVmxwWEo1DMzBzI3paXiGLS3S02IHkOsaHd7O1vVWhmjufMqSOD0+/HE0pXXNSKW7IMRoNi/39xbQEC31ys0GLtrCgbZqfbtETk5Zl0QyPPvdNo/U4GABC0s2TGHw8FE5YR8tXOn8N+VoAV//7vMc6JnQ6sweb3wwANUNjVxswL3D//sZ7z8u9/x96uvpu7pp/nynnu6ZSMWHHEE7pQUvq2r4xufT9ZjNM2kN5H/QEDGo3HIsccm7j0Asg6zsmTOdSYKZF4TRP4jwSANupYyN9cE/yCfGW/+dE8URZnKLilhkFoj3+hakPffl7mNV5tUW4smEY4uKDCuubi4mD//7necdcQR/PyEE7hJF8B3u4BIN6cUYIkK6D7ickkPiCef7J3capT9L/in/4F3WVmZQQVJxP0fqMh/amoqCxcuBGDevHn84he/iPnazs5OozC4P+fiDMVBBbnOt99+u1fvb29vN9RsfvOb3/SKFqXB/9q1awn3tWmQMk35mTdvXjfql9fr5amnnmLt2rVGZF3bvxv41/KvyUb+B2JdWgvBk1XD0vKWWZmZ3Q/UlBTzYIi22lqJxlu59gBpaeQdfTRD1T1845ln6PJ45DPipG8Nzr/uvqrH4PUKWIkFjOyimz4f+P2cfeyxpLvdrAEefOEFkz8aI0tXbwX/Hk/Pwkq7SGA4LIecln3U5nZDejrHKfD/DvAL4LG1awUQh8OJwX9Li3znpk08o1Q/zjj6aNxWGkwMczqdzFLPxwqI3TAo2YOtsVHGoouHrfz63FwaLryQ5SNGMPHOO/np/ffz/JYtLAV2NDd3l1EEWTO7dkmUMpaFwwalIDstTebK6ZR5zcqK7zho9SfLwa73iv1APZjFfE5nXI45LS0G+B+lIoujRo0yMpBnTZnCfUoZrMcYVG+GY1QE9qNPPzUjojpT8MYbsh7jgX8d+U9Pl2fSCv5jAbyuLnmt3d7i88lnqAwrK1aYwDnWGGpq0HfrkKIiI/JvfJ4GqnbzoGtnlBngf98+wq2tZvR5yxYZc2en/TiCQWNN5GVkdHNAugUJrBaJyH3U3ZUtNlEFmb7SijonnSTXsmdPcp2wW1tlrOXlsGYNtzkcNEUiTB01SppYKfOnpuKNemYzfD5mq2j3G5qC9ec/d2+2pu9JMs9oe7vMtT57FK0ooblcpvP10kvdufjV1bGLr8Nh2js66FKvz87Pl/fqtZmZGR/8B4NmTQ5Aero4lcBWTeF77z25pzU1sffK2lp0fmKQztQqu/SCC/j7kiXcd+mlFERjLk0Fi6LEnXHSSZRlZ7OrtZWTXS52V1RIsXQf7XsN/gcCZGnT3P+vvvrK0Gy3s4FyQACWLl2K2+2msbGRP/3pTzGVfxotqav+nIs77riDdevWcYWKBj4TXWSXwN58803q6uooKSnhNFXwkqyNHz+e1NRUAoEAW6Iji700XbSsKT/JmD7Qv9YHeS9sIMF/spH/gVqXOnujlYLiWVdXF21qY81MT+8O/kFkAe3WdCAgTaOigag66Ccpp2DJP/7BojvvTMitDqjn16g7sH5uXp49GIhE7KObDgcUFFCamsrtinf820iEwPbtcXnN3Qp+MzK6gxuv1/59jY0CsFQGrpvl5HDCmDHdDv6nQdRNkknnq2vu+OADXlK/OitGd2c7O0N1DX8aiKxYIcWI0ftksuC/vl7UQnbsEICm5fqA5z/6iKILL+TkW27hu4oKSvPzOWzoUDqBa8FsQKVNR/K1pJ+dhcM0aKfU75f77HbLTyIaVmtrj0L0zIIChita1ocgajsg9ziWU6ooQQb4Lyw01sS1117Lnr//naeXLLEXAgiFDBqYVkr7ct06WSsdHQLOcnMlArpjR2zAC90ajRm1KNoyMuyLU5ubBXDbSVbr9Txjhsznd9+ZRdCxIv9VVegqjTy/X9aAXtcq02YbJAgE5Dot92zs2LF4PB6a2tvZuW+fZPO04lF9fWyt/2CQBjW+bF08rsegwX+0I6foV3YZkImK4vHVjh3mZ+gAk85UxnPQW1vl+VER+38o4Pl/zzwzqdrFE3SvoGBQ9tKWFinOvfFG+V7tUCXDO49ExGHRDeXi9AjqOZATZD3s2GFy/zUtMFb9WjhMg7rfTiA9L0/GoJ8F3WvAzjTwttIknU7GqOzZ1vR0Gc++fXJNHR2xnZCGBnQuN1vVoRjm98d2SltaeshUA2QMGsSKSy4hy+djVSjESOB/DqCX0fca/A8k8C4rK6OkpIRQKBSXdz6QY1i0aBF1dXX4VJV6rOJTHeXNzMyMqxrTW/N4PBx++OGco9Jar7zySq90/5999lkAFi9e3Otxud1uI6p1/fXX9+q90bZDbcC6ECsZ0514+6L4MxDgXxf97tq1i6oEHHcYuIzUz1Ux7DPPPENlgs6EAQvwyUhPN9Pn2jS1wwpMWlvloLVQsAxzOCA7m58uWICOtX2wcSMd8SKbkYhJPdKbsZVGUFBgH4XTXPtozX0Q8NfZyWXHHceQ1FRagLUbNsRtItSg5ionWvI0Lc0+qgiSARk+3L7xVU4OwzMy+GzZMt5T3br/BeypqDAdl3imvu/tDRtoQAotZ+mOrknYaTNmkOrxsAX4MhKRTqPnny+RXm3JFrTV1ZnAYMoUyjs7GXXppYz72c847+67ae/sZOigQfzH8cez4d57+duvfoXD4eBZYONnn/UE+UVFEv2PpbMfChngPzs93SzsVhkVg6ZiZ+3tthmpkxUgeh4kg1FfH59jriL/Wl1mVFFRN+pI6ahROOzGoLMU6rnWke4NGzYQ1HQIl8ssUt61S9ZDLOCti6N9vu60PDDVj6IdmJYWAVd2mQFN5/N4zOLjNWviU6BqarqDLGttUFaW0Grs6BnNzXKdlsyc2+02xCLWffutXJPua6MddLtxNDfToNZRdmamfL/eqzweoSNa11MgINQVpQoUbRMV+F6/e7d5fmgnvqoqcXautVVe8+GH7Ae+aW/H4XAwW6uQJbDjFB1s1datdP3qV3w+diwdTqcog73/fu9oP+Gwmc2aMgXcbsLhMI+9/TbjfvYz/mAJCr7/1Ve8tGoVlXpdZWQIbQ8k+g9yT+Lx/kMhGnXABnBE79vxKEdNTbaO6WjleG2uqDDX5YYN8lzEwjR1dea6TEvrCf69Xvv9vqFBqG/Rss0+H+OHDuX9669n9siRdAG/3L+f+jjB5Xj2v+CfgQHeADNVdCse9WegQJa29PT0hB1eB4LfbbXp06dTXFxMS0tL0rST1tZWQ6noxz/+cZ++d9myZaSkpPDSSy8ZTbh6a5FIxADLg62pwAQ2evRoPB4PjY2NXHnllYR6UZk/EOA/KyvLONRWrlyZ8PUDUfALMG3aNKZPn05nZyePPvpo3NfqefABbr+/J4gtKBAgbVVnqaqSNHo0wNKWnc3xRxzB3unTyQZC4TBb46nbhEIEFPDJ1A2MosG/pgNYrb5eQKTdM5WRAQ4HTqeTaepAX/vtt3KQxBiHEfnXHH99kOjurNHvCwYFMOmmSdHm94PDwcThw5k7cSLHqvT+M3V1yR3qra3Q1cUzalyLZ8xIzkGvroaqKjJ9Pk5WxaV/nTBBDruuLuk6+vrr5jUkY+3tZgR/7lyueOQRtu/fz5a9e6XD7rRpfPvww9x/2WVkp6dz+PDhnKq++29NTT2bFaWlmVQFOwuHaVRjy87IMAu2deQ/2iHVpmsDop/rtDR+rCLwrzqdtAWD4gRpSprd3hFF+xldUtIdXOjviA486Gizeq4POeQQ0tPTaW9v55uaGvP1et3s3Cl/xno+dMZM08+iC6BLS3uCf91kys6cThl7R4cpl7t5s4DNWCCrutoEWdpxiJL47RGl1vNglcBVph2i9VpuVvHvDWUqu3VRVWWMISc9vSdwGz9ermvHDvmcQAAmThSKmk0k/tDx4/GkpFDb3MxGPQ49Z5WVibNzra1Gr4QP1T05YvhwcVbjWSgElZWMHjyYTJ+P9s5Ornv7baZs2cJVWpr0mWfkdckW/EYiZl3PtGlEIhF+8qc/8dP772fL3r3c/Oyz7Kut5ZMtW/jBddfxo9tuY9jSpfxTO/SnnCJztH69mQVyu2Ue7MyqxgXmvbB2knY67cceCEjAJkrh7kgV+Fu9dau5HjT9Kta6tEb+o8F/ZqY8g9HPhq51susnpbJiRxYX8+5tt3GYw0EDcJ81YNIL+16D/4Gk/YBJ/YkH/gfaAQGzyVOsDq8D7YA4HA4DeG5LpokO8I9//IOWlhaGDRvGNK1A0UubOHEiv/nNbwC48MILk+aZW62hocFowjYoFqC0Ma/Xyx//+EdAipYffvjhpN87UOtytuq2mUy/ioF0CC+66CIAPvjgg7iva1Rp3UyQAz16Plwuiag1NMhh1NkpG/qECbYHKiBRnUgEx/HHo2NgGysqYm7gkWCQgLr/McF/VlZ32pAGCIccYt+ExRIdnqLoYWurq+UgiRX518+oAu3WKC+5uT0js7ruIRbIiioUPlPJPr6rJUcTOauBAK27d/Oq+udZSUjwsnu33KOmJmhv53zFzX9461Z2/v73ovcN8Le/JVfUqG3TJhlzejqvRSK89MknpLhc/OeSJVy3eDFP//rXPRyTc5Te/N+BsFLFMUzfszjgv0GDf13UqmkequOyLVhubBTHL3ofSU1l+qhRlOXm0hwO8xzAm2/GL7Ztb6epvR1NfBgRXdeRnS0gJ3pdtLTIGJQj7XQ6jUL8dZpiEomYdSKJwL8uUtfSs9HrXWvla+vokNdY1G16WE6OvE6r/mzdKs9dLOWjaPAfDbxLS+Uzv/vOjL7X1cmzqzT+rWbl/QPSywNMAGuXUams7J59iI4u5+fL9WRni4rQ4sUiC2xX9IzIVR+vdOf/9sEHvPzJJ3yrAWlFRWLKTX29ce/+peY6YdS/tVVUsYJBnNXVTFXZn3teew2Ap/bsoTM7WwIsq1ebNQuJLBg0FdXGjOHOl17iL++/j8vpZNigQQRDIe57/XV+o3owZKSl0d7ZyXl33011Y6M8L2p/0r0KSE835yHarAX5YNK69L6dl2efkQJZqzZ9hGYcdRQpTid7amrYpbMCugaiL+Df6ZTzITqzpylxdhljLVXa2YnL4+Fm5bg+1EdRk+81+B9o4K2pHzv1BhpnDAMFvEFkoiB25P9gjEFLXyYL/nVx8KmnnnpA/Q9uuOEGFixYQEtLC7NmzeKSSy7pVuOQyHTUPzMzM67evZ39/Oc/5xZFqdAUpmRsoMD/sWoD7Q34H4g1kawjGFARfSN6Y9e9duxYofh8951sxkOGxI5268+RQXCYchA27toVk1vd0tiIjp1mZmcLyLOCf49HojTW9wcCAq5sooqA2bylrY2pKr2/JhQSYBIDcNbrbsvRkqf686KpKw0Nopdu0yEaMCPUChyOVAVt+0GAQxIFv298/jktwDCv12xYFMvq6wX0zZsnh155OcdPmcLsww6jrbOTKVddhfull3hFF7kGAslpmYMRDQxNmMBvVL+Bq049ld8tXszNS5bgt3luT5gyhQyPh93Aqrfeil0QamfhsEHxyMrAxNz4AAAgAElEQVTKMiP/KSmyPvLy7AFBTY2szehnyuPB6fdzthIpuBC4qqFB7mGsOpDaWgP4p7rd+K0cZRmY2YXUai0tPYrQDbC7bZvpcGjwrwuf7agFwaAJyG0KFAEBt6mp5vv37pX7bxfZ1KYbhpWVyTptb5cobywKVG2tGXWPrjsAmYfp0wV8d3VJJqGzU/5tEyTQFMmV331HZ1eXcN5Bim2DQfu1UlNj1B1kezz2e9VRR8GPfyz9J1T32Hh2rlL4ueOllzj91ls5TcuGV1TEHoe2+nojMv6BWotxwX9Xl9zryZPlJxBgqqI7dSqA39DSwrt6Lr79Vv5MBvzreXO72ed08ru//hWAey+5hLtV47k/vvIKKzdtItXj4fO77+bQsjIq6usNh4BTT5U/P/lE1pzfL+vB7iwPh2nQ/WGgZ+Tf5xOnNPq9ra3itNkE+fx5eUxSOGplc7Pcu7o6GUMc8G+sCa1WZzUtS2udw/p6KTa2O3cVbVXvB6dMmMBUYEYfccL/gn8GDvznq6hCTSzuKANPuYH//5F/6D34f1d1VexNka2dud1uXnjhBY4++mja2tp49NFHeeKJJ5J+vwb/vYn6W+3cc88F4KOPPqI2Sd3ygQb/GzZsSNjsayCfDb0W9uzZQ3scWUQN/jPBLJqLtuxsSZ2Xlgo3d9q07uA82rT6h9PJYSrqtnH37phRRZ19cAFpWVny3mh6S3GxHMQNDQLC9++XaGGs6KZS/KG1lUlqLnYCNdu2xab9qPHFBP9aohPMuod4ACsqQl2kwKMB/uMd6uEwtLbyzDfCOD9r9Oj4Dno4LEBk4kThWKtIs6OtjQcvu4wUl4vapiaCoRD/o52VysrkI/8qqPF0OMyWvXvJzcjgWovSmJ2leb3S4RV4vKHBVCLR5nTaA151PQa/OydH5srrNcHc0KE9HQd9LdENv7RlZnL9woX8ZN48AO4Cdm3cGDvyX1trAIuctLQesoBG46joawiFekS7DfC/ZYu5JjT1obNTQJKdc2zdz7zenmMAGcPw4aI6s3WrAKBJk+I/o5pKFwyaUfcdO0wee5R11tSg4VdM4D1+PBx3nDSTGjlSeOS6Q3iUHXXUURQNHkx9Wxtvfvqp7DEpKRLlDQTsQXd09sFur4quiUhgJ55wgiiMKduwbx/fOJ1yT+I9o7p2qLyccmBzQwMOh4NjdCbFznbuFHrUzJnG3jXVhub6vF4HGkskA/61o1BczNMffUQoHGbm2LFcvmgRJ02dyoShQwmqOb3q1FMZVVzMQ2efDcCLn3wiDph2GINByTro7ux2DfnCYRp1sAR6Rv5BHMvo/aWxUTJEdvu2z8cxyhlauW2bqdBUWRlTojlcX492L3J0ttdqgwZ1zxqrfTW6DqWbWcC/Y8QI3gVessleJWPfa/A/0LQfDf5ra2tjFn0eDNqPjvwnAv8DOYbegP+dO3fy3Xff4XK5jKLdA7HMzExWrlxpUIB6o/1/oOB/2LBhTJw4kXA4zBtvvJHUe6xdn/vTCgsLGTNmDJFIhI8StAcfSIcwPz+frKwsIpEI3+qDwcYaVbOluOAfBKiceaZEh+wKfa2mCwo7OhivNvON1dUCkmyARUAXwwOO9PSetB+QQ2nyZNm4t26Vw0MBXFtzOmWcjY1kp6czSh1On+/YETMDYXSr1NkHK/gvKBAHQDswe/dK5DbemtXUBHWQFKlUdjXQFU++DqCjg2BbG2+puTlT0cmiX8O330o0cds2yYLoOSkrEwBWXs6hQ4bw2nXXGeo/H3V1EQaJbiYb+d+7lxBw09atgDS1ykqkugNcqprt/A3Yq+kE2uJ0c21va0OPLDsvT+bKujYLC2W9WoH3vn0SbYxFw8rKIt3h4PErr2SOuhcvfPJJbInLaPBvV8RYVNSzGN7l6hFVNMD/hg1EPB6Zd6fTdB4rKuyj7prKoQvx7cbgcsEPfyhSlfPmCQBP9IwOHmzW8mjA+u23MbX+GyxOSKbHE7+gs7gYTjtNAG4MgOVyuTjrrLMAWPbyy/ztX/+iQc9ZLPBvLTqOpnj00VLz8jhf1YJoe1U7WPv3x35GW1vlflVV8Zr61VFjxvRsJBUMypzW1ck9PPpombv0dDj0UKZa1skwtZe8smsXIegT+I+UlPAXpZx3wQ9+gMPhwOVyseqOO1h9552svesubjr7bKivZ1ZhIYMzMgi0tvIv3fhOq3itXGl2RbcD/6EQDRpXORyyBh2O7vv24ME9VaACAXFU7WqXfD6OUY7oyk2bxBkBeTZidARvqq83ssZZWv7VamlpkqnWNWdanc2GdmSYoq0CMGIEGSB7Sx/sewv+Q6EQzbooZIBAb57yIDs7O43viraDEXVPVPB7MGg/IxXQ2r59e0L1Gy2tOXXq1H4DwA6Hw5CZ7E3XX61I05ti32g7RaVvX3vttQSvFBtIp1Q7Ux9bm6bY2ECuCYfDkZQzGNi/H1AbuFa1if2hyX25lv5rbWW8ktPb0d5Os+Kh9xiDdozBlGeLBv+pqTBnjvB4TzwRZs+2T9tabeRIcUJaW5msMhBf1tTEBv9aXSY725SV1JaRIQ5AY6McJJmZQnOIJ+nncJjcaiA/MxOXmsOqROC/vZ3NGzfSAqQDh1ukNQGJqO3YIddYViadbo8/3qSFOJ3iCKSkQHMziyZP5ulf/xqf10ttMMhmEHCTSMsc5CDcu5cVwLcNDeSkp/PzE04QALRtmzhCMQDKjLFjOXbUKLqAu77+2pTYhLgym43qsHcAGTrybwWceXlyPzQoCARkvqdNiw0K09MN53Oxomc8q4sbE4D/7LS07s6gtuxsmZ9vvhGndM8eAdNRe9n48eNxuVxUV1ezPxw2v09Tf/bvl3USfT+sMp8Q+/lMSZFo5pFHSnQ50bPqdgu4amzsDrLssiDhsAH0Mj0eWcOJgHcSe8W5550HSJT3vLvv5nr9PDQ22q6ncE2NEeWNeT96a1lZLLvgAjbeeCP3X3opAK/qAEVVVWzg3dYm9zoS4VUFZE+Orpvr7JTnY8cOmduJE7uvixEjKC0pYbDCRr8780y8bjf1bW3sAinc7+hIDvyrgvov/X427tqF1+3mzBkz5Pu/+Yb08nKmjxzJ5JEjcQWDUFmJc9QoTlKO36u6JkcHAtevl/uQlmbfjTscNjrDZ7vd8lxFZ2xzcwVk791rAnifL3a2NDXV6E2yec8eduvAyr59EnSx2asa1POfmpJCqtdrvy5nzJC9cPduGcvIkT1r26xmzWoNHRq/ED6BfW/Bv1VGcKAi/z6fz+CJx6L+fB8KfgGGDx+Oy+WitbWVcrsH1mLvvfceIE21+tO01v327dupj+GtR9uBRv4BTlCNSt59992kGo4NJPjXxdOJVJcGOhuUFPjX9RYeT08N8b6ax2PwPQsmTUIfd5u02k70GKzdfWOBf205OQKuojv92llhoQDjqiqGK/BfrpuNRTnHwWCQZk0zyc3tSfsBOQiamuQQmzYtZiFhN8vLM+gpTqeTwepg2V9bGz/q3tHBGrV+Jqel4bIeSJ2dctiPHSuFjSefLM5QNCe9pES41Mq5dqekcJRSHFoJcqgnQ/uprITWVu5T/7x4wQL8Ho8cpqNHCwCO3vfCYeP6rlUyxA8DNffeawJ+j0fmxmYMDXpdAk6t9mNdm06nrIGmJgHd1dVywMejYVmch9PnzsUJrGltZUdtrT34r6vrHvm3A5v5+QJwZsyQe3HccfJnFAhJS0tjrFIwWdfUZEZDdc1KXZ0ZJbaafp3+7l5QWhJaaamp/ANCrbCL/Hd10aDuWY5eh/0AvCdNmsRkCy3oI70OAgHbNdFcWYne2fsr8k9KCt5RoxifkWGA91XNzVSBgP9YDnooBOXlBIB31b5xis4gdHXJs7V9u2Q/FiwQ+lO0jHV+Po7hw/mvRYs4Y+ZMzj72WEaq9fCNzyd7VHV10pH/OmCJ2jNOmTaNnKoquccnnijr7Lvv5JndtUv2jqlTOVWd16999pkEDIuLJTIfDou0r98vdTTRa8Kq9uP1mvK21n3b6ZSM1MKF4gzu2yfOqU3DNQAcDvLKypijzq0ndLZp376Ycp+67sDQ+LdbE36/+WyOHBmbFqhN01a7umSdX3QRLF0a/z0x7HsP/r1eL97+3LQs5nA4EvL+D2bBb11dna3O/sGg/bjdboapSFIi6s/69esBUyq1vyw3N5dDVCQpWcnR/gD/kyZNIi0tjYaGBrYqakI802tzIO6HtdlXvAzMQDulyYD/RvXMZOqNsz/AP8ihEwxCXh6j1IGwc8uWuJH/TDA33nh85WTN6ZRDrqODQgXUK9rabAv5Giyc0iyt4hIdvSwokOjx+PExucw97JBDBByrg6xI7UH7NdCKZR0drFXRvKlWGkskIof4uHFyoNlxr7U5HAKQLXrlOrK2EkzaTyJnedMmtgFvI/vt5YsWSaRaK4RMmiRgTc9pc7NEwr/7Djo6+OGkSRw5fDitwH2BAOiiSt012WZNNFRUAIpPrCOL0VST0aMl2zF3rnTMPfro+BFnfU/DYQZPmIDugfrR5s329Sj19YnBf06O0OFmzpR5OOywmGvXoP5UVsp9a242uc+6liUa6FmLfV2uPoH/trY2/vnPf/YMihQVdVcKamqS9RANeINB6nWUV2cg+gF4OxwO3nrxRV6/7DIAvm5tFapXDPCvpXg9Tiep1u6+B2qFhRCJUJaXx6jiYiLARhCwGQv8RyKwfz9vA12RCKOKixlbWir3a/t2eeZnz5Zs5cSJAsCjaXIOB4wZw0VTp/L8r39NeloaY9Sz/o3O4GmFskS2YweXA5vr6ijJy2PZ8cfLGObMEVGCuXPlOgsLYdEi+Rk8mHk/+AF+j4c9NTV8qs9N7aRs3Cjrza4g3qr24/XaR/5B7pG+/mOOMbs5x7KsLJYqJ+qx9euF/lRfHxP816vfZWtp0Vjr0u2WPftHP5KzKZ7pvhA6eDlvnik92kv73oL/gxFxh+68/2iLRCIDXncAco3piitoR/05GA4ImIBvu05nxzBdjHogVJtYNlUpaiRL/ekP8O92uw3QvXr16rivDYfDNKmIwUCsicMOOwyv10tjY2Ncvr3uBu2LB+AOwDQNLG7kX62DrNRU2aj760AdNMgouC1Wh155ZaU9+NcOCAgoSklJnmKUyEpKIDubweq5q9BgNwpk6fRxOpCSkWEPqgcNEonTGTOSd07y8yUiraKIRQrs7W9ujh/5b29njbo3U6wRw4YGOdRnzUrc6RaM69cHmS5I/BgEVMSS8rPa11+jq1eOOfRQDikoEJAzZYpEjYcMERCrlTnKy+X/RoyA/ftxOBxcqyRG7wOa/vEPOcg1991G8adRNYzK1rSqSKTnnKenC9iePFnGkKgHgo4OdnWB18sQdY9rYqnctLWZ4F8rN9lZkmvVAP/bt8t9qa01wb/u/RB9LzTg8Xi6d9W1sUAg0CPYEAwGOemkk1iwYAG///3vu7/B45FIrNttzp0d5aazs3tnXf3efrC8kSM5fs4ccn0+uiIRvpYLiUvxyE5NxWGXmeurDRokdLmaGspULUg5mLLGdqbAv9Z0WzR5Mo5wWDJgU6eKbv5RR9mrM1mtsFCeIbX+Rquo+FZ9bZr6E89qaqC+Hk0yfXLpUsp0fYE+UwcNEgf59NMlc6qepdQxYzhNUeCe/vBDea1WLNq4UQC1nVMaDtOg1mZWaqp95D/6OmfNil8rApCZyenjx5ObkcGe+npeANkfmpvtHUL1O8M5T9RZOZk+KV6vZAiSZC7Es+8t+G9RKcv0RE0vDtDiRf6DwaCxIQ5U9gEkihGP+nMwaD+QfNGvpuTk2LV/P0CzRr6Tsf7g/IMoSED8ng8g61KviYEA/2632zjo482BbkrWnx2frZYU7Uc7xlpJJIm29ElZTo7QUBobKVEH4L6GBnvaj7r/mZpL3F+HOsjhO2QIhWoPqoxEbJs6NSiHPQdMlZ5o83iSqzWItvHjhetbU0ORWuMVkYhZzGljHTt3sl4duFOtBflVVSbVJhlLS+t2kE1UmcHdIFHW8vLEtILNm1FilNLoqqpKDnNNvUpLk8hYXZ04E1OnSkZg4kQBcZ2dnD5jBqOLi6kH/tbaCm+9Jfc6GLSP/KtATrb12TjQdaEBggIM+erZr2losJccbWvr3lTqAL/fAP/r1sk9bGszu5zGavymwb+WOY1xhj355JNkZWVRUFDAjBkzmD9/PieffDLz5s0zVN3uvPPOnkGhQw4RmofeBwOBnmNoajILbdPTzX4L/WEuF44ZM5ikCjC/AJN+FGUNOtKsOwz31xgyM43C7RL13O+D7tmsaItEoK6OVeqfR48bJ0B98GChBCabQfX55D0a/OvIv/7eysrE4H/nTsKAbsc1xu2WgEO0NHBqak9HtbSUc1Svg2dXrhRFoPHjTZpOIGDf6TgcNgQSsv3+2JH/3lpGBqkeD0tVT5MLgH+CzE/0GDo6TEUwny+xY9EbGzpU1leygggx7HsL/oNqE3H310MawxKBf20p/UEliGMl6sG149trKtBARXm1FavIQbVdq3VlnZ2dxngGAvxrjflE2Qdt/RH5B7PhW6LIvwa8KSkpve4rkKwl4wDptTlQ61KD/3379tlS0QAadQbETsrwQExzsgMBihVQLW9uto/8q7Wa4fHIIdLfTvrw4RSq7GMFmEDLYg0qQ2MoVyQTVU/W/H6JptXXU6iet/0Qu6ESsOHNN+kCcp1OhuuCzKYmmZtEnNVoGzlSDsaaGgqyskjzeIgAe0AAaKLI/86d6HDGkLw8iQ4fdlh3gHPkkaIEddJJkhlxuQRUlpVBRQUul4tLjzsOgL8CfPCBqSZiA7x1lDfLenYc6HOiC9rV9xWoNVHd1GRPrbBE/rP9/gMG/7rR1/bt22nKzBQJQv2ZnZ2yHqLvheb8u90xAW8kEmHZsmWAZL9Xr17Nu+++y/Lly/lQRXNHjRpFZ2cn11xzTfc3u1xCg9ARajuQ1dzc3QnqT+ANMGQIk9R++QXI+rKL8ioglpOW1v9jOPZYWLyYEpUtTQj+w2Gam5pYr/45c/RocbAPO6z3e0dZmbEvGrQffd8T1QYBdHRQAwSRIOTgzEx59pLJSGVlMf+448j3+6lqbOTd9evlHNC1M1u2xAT/jeoeZfl88v/9QdcsKAC/nz+cfDKnTJ9OB3Al2GekrE6p6szbb1ZYKNmSOBLyydj3HvwPVGRTm1b8sQP/IcuiHWjwr6PITTYp5IEGetFjCMRQ0QAz6u9wOAaEkqU/024e7Ky/wL+O/G/cuDHu9WtVKL/ff0DNzeKZBv/xqE8DHfnPy8sznLtYjphBPUpN7V/wDxJVzMykRK2Hfa2ttrzNDkWJS/N45BDpb/BfXMxgxfMMAG3V1T0OszblsPtcLgGk/T2G0aMhL48ida/3Q+yGSsA3mzcDMEGv0cZG4dlPnGjfmTKeFRcLBaG+HkdzM8NU9mEnCBBOFPnv7DQi/0N8PolWRxdcp6aaxXQalKWkCBhSDsY5s2fjdDj4BNi2Y4cJbO3Av6ZJWgH3gYK9lBQZo8rC5qtno6alReYguj6ntdWk/WRkHDD4LygooKSkhEgkwobduwX0NTWZwFsX/UaNATDBv80YvvzySzZu3IjX6+W9997j5Zdf5qmnnuKRRx5h2bJlLF++nOeffx6Qru49+n5kZsaP/Le0dAdZ0TK4/WCTVPTZiPzbgX/d8Tktrf/HkJUFBQWUKHUyA/zHejY6OvisvZ0Q4hCXpqZKNk45D72y/HyjwFRH/nc3Nkpfhc7OxEX5oZDsJ0B+ejru/Pxe7RHuMWM4S2WlHlqxQn6pqT+xwH8oRINymLN1A0Sn88Aj/5mZMGgQnpYW/vyznwGwGWizCdgQCHRX4+rPyL/eu5qaEtdExbE+gf+uri727NnD1q1bEzYLOhALhUJcf/31DB8+nLS0NEaMGMHNN9+cUCoyGTtYgDce598a+R9oJ8SvPP4Wm8Y1/47gPysrC2d/0TwspmlesaRXrdbZ2WlQog6U9lNUVMSwYcMSauwfjIyU7jwdi/MfiUQM8D+QayJRDUhQHSxurUnfn5abC6NHU6zWQ3lHh220O6gATopWjehv4O33kzViBF7l6FWWl/c4SIIKbBr3op/BDRkZMHMmRQroJYr8VygqVHF6ugCQ/fsloj5rVt+oWRMnCg+/spJhKhOzEyTimAj8d3WZ4N/tFopPIi6ztuHDhdZQXU1hTg4/VJ1d/wrSBRZsv19npIxiwmTkJZOxQw6Re9vaamaM29tlPUQf8lbOfz/QfgCOVODyo48+krF0dXUv+o2eC+0Y6eZVNmfY/6gOraeddhpz587l1FNP5ZxzzmHp0qVcddVVnHjiiUycOJGioiI6Ojp6ZkZ1FgLsNfabm02QFU9V5QDsSNUccT0QCQZ78q0jERNs9jftx2IliiqTMPJvofzMPPRQeZazsuJLSMay/Hx5XyBAXkaGrDVgux5Dosh/MGiA/+KMDFlXvdlDS0v5j5NPBkT1Z3t5uSlBW1ERO/Kv1mpWZmb/gX+Q725rY3B2NrkpKUSALXY9F6yR/4E4v0aMkOh/HBZFIkt6p25qauKhhx5i9uzZZGZmMmzYMMaNG0dBQQFDhw5l6dKlvdJPT8Zuv/12HnroIe6//342b97M7bffzh133MF9992X+M0J7GCAG/j3of3EA/8DHeXV1hvwPxCUH4AMBQySifzrqH9KSkq/1EMcp6gFr776aszXHAxHTDsyVVVVto60VXljINdEIt6/MRepqf0PumUAlCgq2r5gkIjNQRZUz0uKBnr9DbwBx5AhFCqwUGET+TfGoIH1AIyBsWMpVHr9FRBXTWS/ekYLs7KEl19aKmoyfV0rLpc4DnPmMEw9nzshKfAfsYL/QYOSk1nVlpoqHOKGBohEOFc1K3sN4OuvBTDY8bvV/chOS5M56q8Cz8GDpdi2poYCFR2t7uy0L2psbzfBf05Ov9TDaEni5557zizG1oDRjtpg5fzbUEbb2tp46qmnALjgggtifq/D4WDOnDkAfPDBB93/MzPTdEASRf5TU/uX869siKK2tYNo+dfWdn82gkEa1L+zfT5T/aifTdNm94Gsy1jgv6bGBP/jxsl9Kirqm1CBzppVV+PApP5sBVPnPx41zwL+izIyEqvZRJvXy9j581mkmlP+x8MP85ZuvldTIxmxqO8PdXXRpO9HVpb8v9vdP0INBQVSCxIMMl45pV/bya4GAt3XZX9TeH0+2bviYKlEltSOcddddzFs2DCeeOIJ5s+fzyuvvMK6dev45ptv+OSTT7jhhhsIBoMsXLiQ4447LqkursnYqlWrOOWUUzjhhBMYNmwYZ5xxBgsXLozbobWjo4NAINDtx84OFu0nHvjXoNvhcAxIlNtqGvzb8av/HSP/Aw3+29vbuzlfdqZrE/Lz8/vl/px22mmAgP9Yev8HwynVFKaurq5uMpLRYxjocSQC/116XerIYn9bYSHFqmtjK6a6kNWMyH9qqhw0AwG8CwoYrA6HSht6RUiPQe9VA5QVKho+HBDwH4kD/iuU41ykm4RNnnzgh5tq/DVcpfR3QlKc/9r2djQxp3TcuN7TjoYNMyKbcydMAGADENiwQcCCDfhvVPcjMy1N/r+/Ir1Op0gftrWRrzTVa3ShbfQ8WMF/dA+FPtqPfvQjXC4Xn3/+Odv275e51HS7xsaeY9CR/5QUWy75Cy+8QF1dHUOGDGGBKpKMZXPnzgXMBo+G6aJTSA78D0DUPTU1lUw1D1UQH/ynpcWXuD0A03V7+4FQR0fsqHtNDVvUX4/QuvjageqLTZggdLrKSsaqMWwCU3o13jlqBf/Z2X2jbx5yCFepbtxvf/klx/31r6wFM+odtS6t+CIrJ6d/a7UGDZJsSHU1hymJ5q/r623rYYxaFN1Vvr+tqOiA6LBJIZo1a9bw4Ycf8tlnn3H99dfzwx/+kAkTJjBy5EimTZvGRRddxBNPPEFFRQWnnnoqK1eu7POArDZz5kzeffddvvnmG0D03z/66CMWLVoU8z233norWVlZxk9ZjFbi/06R/4F2QCC5yP/BAv9aWtTOBhr8W9WdElF/NOfc308FlnPmzCErK4vKysqYhb8HY02kpqYatQ9azchuDAM9jkRyn0HlIKV4vQOzeaak4Js+HZ3T2ae067uNQYG/FCtXvL8tP59C9WxU2ICsoFqHKTp1PRAOCFCoonKdQL0d0FJWocBvYW6upLOTaSiWjDmdDFPNjHZCUh1EdyuOeGFqKt6+RDdzc4X+U11NcV4ew/LyCAOfbt9u39gK6FS/S01Nldf0p7TjkCGQnW2o/dQBIZuoe8RK+znAeiRtBQUFzJ8/H4Bnn31WeP9677NbD9bIvw2t4aGHHgLgkksuSbiP6Mj/6tWrjX0XkPupaR52xc9W1aOBoFcoK1BrvAp6OkKWMQwk+C8sLMTpdBICqjo7Y2rsR2pr0bIepdnZsmccSOY6J0c08INBDlfXtg7MZnnJgv/c3L7NTXY2804+mefPO48Jqtj3XyDOp02AQNfkpAIe3YSvvxxCj0ecoUCA8coR+tquGN5K+xko8J+b2zcql7KkwP/f//53gyccz7xeL5dddhkXXXRRnwdktd/+9recddZZjB07FrfbzZFHHskvfvELzj333Jjvufbaa2lsbDR+YnW1Pdic/3jgf6DHAMlx/v+daD8DJTvq9XoNPn0i8N/f/HuPx2Ok1mNRfw7WmtDUHzvwb438/3+l/WindKBoPwBDhlCssjrlu3b1HIOKrhngfyDmIyWFQhWxrrA5SIIK4KZoSsMAzYU3MxO/mot6u0ivsv2qFqMwP79/m68Bw5RDuBOSA/8KKA7x+/t+EGrZwc5OjlaZh4/DYSlytSloNBxCr7f/wX9GBowcSZ6i44WBeps6kNa2NvTMZPeX8wWcddZZAPz3f/83HRkZZmfmeGxlrLkAACAASURBVJx/G/C/Zs0aPvnkE1JSUrj44osTfu/IkSMpLi6ms7OzJ/XHqigVHe3u6DBBltc7YOBfZ0urQeho1vsRXXeQbM1JLy0lJYXBKii2Lxi0FSgAqNu7Fz1LxV6vOHAHep5OmgQ//jGHq+JnrSSUMDtnBf95eX2/P8OGccaRR3KukhZerc/HhoYe39+ug3YgzkYw2L8O2ciRkJ/PeLUmNra391yX1jXh9/c/7QcOOPBywFyGQCDAK6+8wmZdINWP9txzz/HUU0/x9NNP88UXX/Dkk0+ybNkynnzyyZjv8Xq9ZGZmdvuxs4Ot9lNbW9uDX32wIu5gynj+OxT8Njc3dwOYVtM0lIGK/IMZ/U/E+x+IeTlGbV6xnpeDtSbigf+DVYuiwf/+/fttHbGgel5SBipyAlBYSIkCbvvsim31GtDgboDmY7CKIlVGAwvMyL9Ld4kcIAlYPB6y1fU12PQbAKCriwqVkSkaPFhAbz/em2EKiJcDHTZzEW068j8kVvOzZKy0VFSHqqqEIw3CmY7R0MlwSrUCVH8XmQ4fjtvtNpqI1dg0O6vX2SCHA38/7pWLFy+mqKiIXbt28fDLLwu1AOyLba0Fv5brDwaDXHrppQCcffbZhmMbzxwOB6effjqAUSdgmDXyH62+ZKE/ZXs8AxZ1H6SuoUp9ZzT4NxwQv3/AxgBQovbtcvW9drZPBTzzPR68nZ1S7HugY3I6ITeXw088EYAdiDpZQkWuUMjIQhQVFvY9eFJUBLm5HKXW42qNpWzAv+Gcgzg+wWD/qsX5/TB6tAH+d4TDtESzGaxrIiNj4M6v0tI+7z29Bv+LFy/m/vvvB4QWMWXKFBYvXszEiRN58cUX+zSIWHb11Vcb0f8JEyZw3nnn8ctf/pJbb731gD/7YIEsDf67urp6gM1/N9rPwYr8Q+yo+0DTfiD5ot8uvYn04xopVdSKffv22f7/wVoTOpL1/zPyn5OTYzwf2zds6PH/Bu2nv3WSrZaaanb5tSu2PRi0HzAj/zadVI3Iv9PZ72C7m3m9hnZ9o5aYjLLOPXvQumWFOu3cj/VK+YWF+JSKxp4YY7DabhVxG3IgACclRTqLtrRw9JgxAKwGQnYNncJhE/zrjrx2DYoOxAoKID2dfLXWaqqqesxDvdaV93px9ON68Pl83HDDDQDccvvttGhN9cbGnnOhZTmjmt/dd999fPnll+Tk5HDnnXcm/d1LliwB4OWXX+5+PpSWmn0XotRNIlbKjccz4JH/KjC57tpaWtAnScYAZh/A5P3vg9jgv6JCXqu6mFNY2G/rM3f8eEoVm+ErSAz+rZF/1SytT6Y6207JzsbpdLI3FGIvJAb/Pp+sm/4OmGRlUVBYiI67b9m0qfv/t7Sg+Q2Z6ekDt2fn5fW570uvd+0PP/zQiF6+/PLLRCIRGhoauPfee7nlllv6NIhY1tra2qPQ0uVyxSyW7I0dLJDl8/mMqHs09effjfYz0OOwUm5iUX8OBvhPVu5zIOYlEfg/2JH/KptOrvq6D0YhukH9eeWV7v8RiRiRf7dW0BggK9GpdJvCLWMNDDD4NyL/NgV03Wg/Xu+AjQG329CujxX5r1SHXAqQ6/X2O8XB4XCYcp9J6PzvVrScIdnZBxbdHD4ccnI4LDMTv8tFE7B9//6e3x8Om06px9P/lAKQz8vKokABluroAtNIhHp13Tmpqf3+bFx00UUMHTqU6upq3tES1XbUhhjg/7XXXgPghhtu6JVE8rRp0xg5ciStra1Sc6DN7zcBTtQZGm5rQxOz/P3dgdti3Tj/0eDfQsFyx6h/6C/rBv5jnKH71D0r0TKXCqz3izkcHD52LKB4/wkUuSJdXSb41xmcvlpZGX6fjwnKifj0/7H35WFyVWX67629u3rPDgkJWYBgEraAQBxgWIwQQRyURwYc4jjsglERZUaHB4wEmTECDpMIyuI4ivxEUEECjJIgISwGWSKJbNkI2dNd3bXfe+v+/qhzTn331q3qJXXOuUnne548Saq7ur6+99xz3vOe93s/wB/88/kSqIybRo8L1lhvHFsfd2/a5P56JiPGREyG2w+PUaMq0rxBxqBX9lQqhS72YcuWLcMFF1yA5uZmzJs3r2EuPzzOPfdcfPe738UTTzyBDRs24NFHH8XixYuFa8rehErgzfXr3kJXVYw7UN/tRxXgpI27dIL/gTL/MsYIn7y3b9+Oop+eWNGmdCCafxXjcjLT827y+hUXCmLyjHR0NJZZ9cRYtrBvT6fdC5njuCUehiGP+WcL2jagSmducyYrFGp8szNPtLNFKlVjUd+2ruwjMjYcRqhU2quCs1rBu9t2e0GWT6TY17v2RvYDlK/r1KkI9/TgUHaNN/gw7i7wH43KAf8AMG4cRjK2cJe3/oKC/3i84cAmGo3iPOat/vs33ii/aNvVGnMuwfHkwPuHHH/88YP6XMMwhCXolVdeiaVLl5a/QGV/HvLKIjKgaDgsDWTVZf7z+cpcFY/LA3oAxjLZy3agfD98rJq3MOnsQbzYt8HNMo868kgATPdfKPjmwKOnt1fUH+wV8w+UpXljxuBEZuLyIuAP/hm2EMw/0HjmnbH5bWw96PP2ccrlwM/JIs3N8gibpibg9NOH9NZBg/8JEyZg1apVyGQyWLZsGT7+8Y8DKIO2RIMH/Q9/+EN85jOfwdVXX43p06fj+uuvxxVXXIHvfOc7e/2zVerta2nMg8b8qwB7/RX9qgT/qgt+gXIBeIwtlFu3bq36epAKflVujHu9Wt7e3sqC2iArw1rRxn5+n7dxjm1XwH8k0pgW8TWik20Ke4Cq43xRdBwKSQHbNNrZPJGqAby3MUeksbGYnON0kJM50+yX+TcZEI82AnQdcghATx74SRA9afYy/7YtB/x3dWEkuxe7fDal3byjrKRTsXOYteLvX3oJAtp5yRLO/JPTh0KhgA8++AAAMGUwPRdYfO1rX8OFF14Iy7Jw1VVX4ec//3kZuHE2PZNxgU0K/iOGIR387wTqg3+J0iMAaGdzVS9QBv8+KogtbP44uL29zFA3GvzPmgUAWAP0C/63MlDcEQohsbdFx5EIMH06jmYnGesA347LFvv9I0BZkhgKSQP/rQwz9Xots7PZypiQVAC+tzFo8M/ddsaPH49x48YJi67nnnsOM5lPcqOitbUVd9xxBzZu3IhcLof33nsPCxcuFOBpb0Il4K3FNAcN/KvIIwjgf6AFvzI0/4ZhVJq1+Eh/VAHvepp/pZtB9ntWeez39VUmT4ljAQBa2aLU5/VT9zL/4bActx8A7UwOlgLgeME/W9zCodCQ9Z0DjQ42V/XUAP9bmSPSOA54ZYB/Pl+aZr8dRE0uDWtq2vvToXHjgI4OTGTjYWNfX3UHUduuFKJHo2XgI0PP296OUWye2undlDpOpYOpJPB/6qmnIpFIYMv27VjDr6t3vuT3hjD/69evh+M4SCaTYo4ZTDQ1NeGhhx7CV7/6VQBlCdJf33qrssHyFNta5DQiEoupY/7pZowAPSndyEm0UfBf43TuQ7YpO7izs0wWNHjO4Az+LqAMvOvIsFNsLuus0Qhu0HHIIZjIiJKNQBn8e2pRBPgPhcrXR4YcLJEAkkm0sfWgzzNnl7JZ8KsSleRcuLcxaPB/9dVXY9WqVbjvvvuwcuVKoQmePHlywzX/MkMl4K0F/lXKK+q5/ajMIwjgf7DMf6PHCNf9c4bM7zNVyX78NP8qx0PrH/8IAOhdv979BQr+JUtdWtlY6/Pq7R3HLfGQyPy3M3BhA8h4a4MY+I9EIvIKx3gevBdHDdZ9GysmHNvSUmbUJACdFsZUpm3b12qThgDijWDXEglg8mRMYp+/gTOrFHhT5p/fCxk6844OjGR57PLei1IJJsspHotJ+fympiaczuQET/K6Hy/456w72YBwyc+UKVNgDHEzZhgGbr/9dpx++ukoFAr41a9+VZG7eepAXMy/RMmNC/x7N2OU+U8mpREEAGtaBdZp2M8NK5PBFjY+D+7oaGixr8iBrR0poF/mnxffRg2jMeC/qwsTmR2vAP8egkA0ZuQdumXYIxsGMHIkWjl5lcm4NkE2wVkRyae1Q40hVfPNnj0b8+bNw5YtWwRYmTdvHuYwD9h9IVRKGw4w/5UIAvjXafUJkKItH+Y/CLIfpeOBjcteLiHgQcG/RCYNAFrZMXKf12nHC/5DIWngP9nRAQ4ZUp57ItwrJGqaeXAZVo9p+st+2DH+2NbWMuCTkA/fjKVtuyItqRGC+W+UtGHCBExkzksbLKta4kEK0UURuIyOy83NGMmcsHZ6T6SKxQrTLAn8AxDr+VoO/r1kCQddiYS4Bhz88wZ+Q41wOCysP1988UU3+KfMPxkfIYmFlbzgdxdYd91a4L/BEhtviPUT8AfeO3eCryoHd3U1ttiXBScqUkB5I1QH/PPT82go1LB7M5E1AuwFyp2Va9SBCPDfyD4cNLq6KifXnnFpUvAv0fp1b2LQ4D+bzeKLX/wimpub8ZGPfASbWJXztddei9tuu63hCTYqCt7d4TCV/eTzeZeVI3VO0g3+TdMUbLysJl/A4At+G6n5B+qDf9VuP9lstuoEROlJEL8XXnkH1UxKZrtb2cLeVyppY/6NUAjtjKFLeYrHLCo/k838M1lBysdyFGB9CACMbWqS1nOghW/GgJqNjHgIIN6oPMaOFY3GNgJAd3e15p+Cf8OQAywMQ4CsXu/pA3ESicRicjYfKNf3AYBok5nNuvOg4J89F5T539s48cQTAQAvvfQSHC5d8UhdRD2MYUhtgMebdToAdnsZdwr+ZdfkcMMM9rle4F3Ytg3cOuHgjg4pBgEdbHNeBGuoVY/556eWXHvfgEhOm4YRbDxsBKpOpFzgX5bsBwBaWtDKnr0+rxyNnkhJlmoONQZ9N2688Ua8/vrrWL58uavA98wzz3TbcwUsvABnuMl+kmQA0vbptKGTbtlPDymakQn+B2r1KUPzDwyM+Zd9L1paWoQUzMv+azkJ8so7KPiXBG54tLKNUJ/juBd106wAvUhEKrgAgHZ2z1Oe+gebNhqTDP47GMjpsSxf2U+evdYcDktj/jn4TwP9gn/B/Dcqj+ZmTDr6aACs0Zi39wNl/nkRuCTmveam1LsxljRXCHkiB3de0MvBPzmZayT4nzVrFhKJBLq7u/EOl67UAFkRwyhr2yVdi0gkghFsrtrpcx2Es4tkiSKfL2tJbrYyWV4MwAh+OtfgaG1tBRcSpWo4DvEwqeynUfKjlhZMZK5HG4H+mf+mpob2IhGRTKKNzce9ntMgi+QUDSj4H/Tq/thjj+GXv/wlTjzxRJem7yMf+Yh48IMYtYA3Bzi2bYuB2ug46KCDMJE1S8mTY0rHcTBx4kSMHz/e9bqMMAwDkyZNEn0Z+O+dy+VEbrZtS8/j4IMP9r0WQLkPwsSJE5FMJmFZlgChsVisoX7zOq0+gYFp/lUA79GjR2PDhg3YsWOHa7FWyvxzJssL/im7KRv8s4WkCKCYy0EslzSHcLgMLiT2PWiPRADLQsrjHOHqNSBZ9iOO9Esl30I+7q4jPLQljFMh+wHUg38AI2fORJNhIOc42LxlC6bWk/3IkhQAaOPg33Hc4J/aCEocD2Kesm04AAyut4/FyqCKjw8C/t99910AjQH/0WgUxx13HFauXIkXMxkcBlQz/7QBnmTWffSIEdjd24sdpomP1PD5l83ycvDfB6CUz5ftdknsZsTBqFAIhqRToVAohNZoFL2miZ5cDmPqFPxa1Ka4gTFp0iS8+u67ZfDvJXZpXxTLkmeSkEigjT1/Xqe4KjlaAGPQM/fOnTt9q/gzmcyQC3xURC3mPxwOY+vWrS7WudFx1lln4YQTTkBLSwvWk8LGrq4uLF26FLFYzPW6rFi6dCkcx0F3d7cAvqVSSfgpb9++Xfo9PPPMMzF79uyqawEAxWIRS5cuRTgcdn0tFArh0EMPbYjLE6C/4DcIsh+A2Gx6TmFU5tDGc7CsMoPExp/jlTZIDA7+AaAvlcII/h/KsKqw2YxGgXwePZ77wR2HwvG4fOafOVGlHMeX0RMyKInOQ6ImB6gUldYIGdIwY9w4TIrHsTafx4atW93gv1SqfGYkIhX8ixMpwL0JomBT4njg81TGcZAC0EGBN70vDPzbti3m7UaAf6As/Vm5ciVe6unBPwFV4N/mshLDaHjDOW+MGjECa9evx3ZvPYzX519icNmPAyCdzaLN84wWGeiMAVLHZns8jl7TRKo/2Q/V/DcwJjLHoY1Apd8BWztc4N805fVGSSTQyk7Pe4tF17g0yemDoWAdHUoMOqvZs2fjiSeewLXXXgsAAiz++Mc/xkknndTY7BoYtcD/sccei56eHowePRrNzc1SwO+uXbsQjUbR3t4udJRAGXSVSiU0NTXh0EMPbfjneoPr/cePH48mNmFbliVkQJMmTZLe0XXXrl2IRCJoa2vDIZ6mH5lMBqZpIhaLietRKpXw4YcfYuvWrTjkkEMacn8GW/ArU/PvOI7rd9LRc8HbfE5pPQwF/7YtmOQSLZiSDP4j7e1IAMgD6OvuroD/dLqyqDuOdPDfEY8DfX1IeTWsfDMmoaGTN9rZRqgH8HXaEeDfMKQtqkKWB1QXmdJwHMGARxtZFN7aikktLVibz2Pjnj21gR4vAJcF/lnhcS/gvg4U/EscD83Nzejq6sKePXvwAYAOanHpA/57enpE40J+arC3cQIr7lzN62C88graA0NyYeUIJkfr9krivD7/EiORSCASCsEqldDrA/5Ndv2jvCGhpHw6mpqwOZ0uNwMcgOwn0mBcNZF1C94IlMdiqSQkX2JMhMPy+nAAZeafESBem2ixATEMqe5PexODBv+33norzj77bLz11luwLAt33nkn3nrrLbzwwgtYsWKFjBwbEn6yn2QyicMPPxyjR4/GiBEjarxz7yNO2ABaJ8FBdzgcbniDNL8Ih8OwbRvRaFR8HpU6NTU1SWf+6e/p/Z15LoZhuL42atQofPjhh7AsqyFAfKDMvyzNPy8eKxaLyGazrnoMpax7jfoLpTmw566vVIJjmoIlMcm9kS37QXMzWsHAP+007GX+JbsOie666XSFyaK9BmRpV2kObGPK+w14ZwMX8y8J/IvnE6jv9mPbchjXUAiHtLYCu3ZhUzrtlj8RoBfmBeCSxic/kTIBFPbsgfgNCfhvNDHhjfHjx2PPnj3YDGAGdTThJxH89APu+btReU2bNg0AsIETFB6PfRf4ly2J4zabjuPe/NBu5JLvh2EYaIvFsCefLzvMeME/Z/456JTF/DNA3R/4F6fnjWb+2cnSRqBSB+IH/gF5p6WRiJirer3gn42PaDgsfc4eagw6q4997GN47bXXYFkWZs6ciaeffhqjR4/GqlWrcNxxx8nIsSHhx/yPGDEC4XBYFD7KCs6gljzaOIc9NKrkUrXy4KEiD54DdRziUet6cLmP33uGErqtPpPJpPgddTpA1QL/Sk8f2EaoBCBLroVFwb9kNg3xOLhgIE2Lban0SAW44AsqBVkUWEiWFABABwOcFoAss92lwcF/VGLxs0v2U0/zb1kV5r/BubTzHOp5uvOOspIW9xZi09hHez/QTankZ4OfVH8AuIE3B7/cBQukuLOBAHgSY3i39/Uh580BHjcZ2c8nIypSgMthppTPVxo6KXhGBUnAGW8SgvkHys+npLHJn4/UYKw+GxgTqSOXtwicgn/DkCqVFOSVxx3NtSndX5h/oKznu/feexudi9TwszM0DEP8kRm1AK9T56GREVzSQ8F/kDYgtXJpdG66C34Nw0BLSwv6+vrQ19eHsex4n36mCuAtbONqMP9Kms91dSGEMvjv7elBktUTWQplPzAMtIRCQKmEPgp4vQW/ssEFOwFKcWlDJALkcuCzhsziTh7JlhaEUW42ltq5E15Vv0mLXSWD/zRQX/NPwX+Drw3vMpzx6rup5AaQKjWJJJNoApAD0LdnD8RWgOYgmSQQRb+AP/j3Yf4bCf47OjrQ1taG3t5ebARwhLewUiH472A2uD2AC/zb1NZR9lwFoK2pCejpKTvMeJl/Bjob1lSrRrTzTuD9dPgVa2iD15IJkycDKDddM7NZRP3GRCRSvj4SnxHuyOW14zXpBiSgzP+Arkqthkx+0RbQbma1GFYVoJeD7lrMtSrgXQ/8q4p6zD8P2ddjsAW/Mo7WOfiv5bEfBOZfRQ5GSwvaUF5Qe7u7wUtvLcL4qlhQWzn4r8X8q3DaYaC3hzJZCvsdAOVnr90wsMdx0LN7Nw7yfF043Ui0HXWB/3qyH8uSdm2SfI7wNtiiJzGOI1dnnkigjbkOuTal2WzF7UeB7Acg4J9fC0Xgn7vUvfHGG9gAH/BPG+DJrodh9Ule5p86u0iXKII0RvQB/0Wq+ZcoU+TEUco0tTD/raS4O5NOo6MW+AekMu9tjKzKOQ6sfL4MqEsl97gMKPM/oDvS0dGBzs7OAf0JatQC/ypChuzHcRxcfvnl6OrqgmEYeO211/p9j98mRBfzPxjZT6OD+vzX2/zI0vwD/Td+09lzQSXzj5YWIbnpJYXHHPwbAEIqenGwz+ijrl8U/Mfj8plFXoBNAQ4B/2EFwAIA2tk8kaoj+5EJ/vmzkQVg+3QkryRjySn4BZBk4CbjBf9U9uM48mwEASAUQit7Bvv6+iogi+agGvzXkf0I4NngnLj0Z4M3B1SAXliBvEIAXsBVgG0qJipckptash/JzD9v9JWybS2a/1gshjDDCVlP8zlXU0SJjRmBiiMXAPTxdZTM2dFIZN9m/p999lnx7w0bNuCb3/wm5s+fL9x9Vq1ahQcffBCLFi2Sk2UDohbDqiJqMf97w7ovW7YMDzzwAJYvX47JkyeLItKB5OEnudF1+jB//nz09PTgscceE6+pYv4dx6kquKUhkwEPQtfnIDD/SCbBzwp7CfDm4D+qSDPZymw2+6jzkWLw72LTOMChzL8iy7iOSASwbfR4mo0BFeY/KvF6tJBC4kw6XXY08ZsTKPPfYNCVZCxvxtvpmEpuJOuJAZTBv2Wht6/PJQXTAv4p2KTgn+Ugg/kHPODfY6koWF4F8gpujdwDuGpRLNKdXMXpnJi3fVh3UxXzzzuBc4vmGiHGRIPncMMwkIxE0GuayHjBP2X+Ja8fsZEjEQdQQJm86gTcc/a+Lvs59dRTxb9vueUWLF68GBdddJF47bzzzsPMmTNxzz334NJLL218lg2IWlafKotcS6WSy9pxb5ju9957D+PGjcPJJ5885Dxs21bO/POot/GRnQu3dHUcB319fVrBfxBlP0qZfwL++3yY/4hhKJk8RZv2WpaKKmw26YJK5BWqijtFHtEoUCgg5SP3FLKfREIa8I3H4wgbBmzHQTqTqQn+7WIRfBaJNhr8s0K+KvBPZT+hkPQx0cruRV8m4wv+Zbv9CFtioAy8+bytSPYDeMC/pwbDNUfLdsKizD+R+lhE86/idK6tjuSGg/9YKCTNhQoA2hnZWKsZIA/hVCZhLUmyRmMZb8Gvd0zIXMc6OtAGYCcIkZfJVGR5+7rsh8aqVaswe/bsqtdnz56Nl19+uSFJyYha4F9FUBDVCNZ9/vz5uPbaa7Fp0yahiSwUCrjuuuswevRoJBIJfOxjH8Mrr7wi3rN8+XIceuihWLlyJebOnYt4PI7nn38ejuNgxYoVuOiii5BIJDB58mTcfPPNruvT09ODK664AmPGjEEikcCMGTPw+OOPAwB2796Niy66CAcffDCam5sxc+ZM/OIXv3Dl+6tf/QozZ85EU1MTxo0bh6uvvhq5XA433XQTHnzwQfzmN7+BYRgYMWIEVq9eLR3884JboL7uX7bmHwi27EcJ08w0/wDQSxxNXJ07VYB/3qmR3g/K/Le2Nq49fY0QbiIU/NMcVDH/DNR7+w0ApOBX4mbIMAy0sp+d5g18fMKltW7wtWlhhXwZTyFfKZcTGw4VOnOxKc1mK4y3QtlPF9+QArCpxpwy/+z5VMb88zXUcdwFpSplPwTwc+Y/bBgwVBg1sHvS68O6uzT2Escm7wTe0x/4lyT7AYBm9vtVgX+v7EfmPensrMhWfWQ/wnEogDHoGXPChAm49957cfvtt7te//GPf+xqYBW08PP5BzzA23H6bSc/lDAcByE2Wdi9vQizQeuk0wjlcuX2z7WOtn3izjvvxJQpU3DPPffglVdeQTgcxg033IBHHnkEDz74ICZOnIjbb78dc+fOxbvvvismcAC4++67cdNNN+HEE09EZ2cnVq5ciZtuugnf+MY3cPHFF+O9997D5ZdfDgC46aabUCqVcPbZZ6Ovrw8/+9nPMGXKFLz11lsCnObzeRx33HH4xje+gba2NjzxxBP4/Oc/jylTpuCEE07A1q1bcdFFF+H222/Hpz/9aXR3d+Ohhx6C4zi4/vrrsW7dOvT29uL+++/H7t270dvbq+QUIplM+hbc0hjush8lzH9TUwX8E5mJYP5VyX44+KfPP53EFRgZdDDA2UPZ5kym4vajQFIAAG11wL9Fwb/E57QlHkdPoYA+n6JGHiYB/w1n/pmWN+04LnDjKkQPheTLftjP76PSBoWyHw54AaCvUEAHvxfU518y+J84cSIABv5tu9J8rlCoPBsKmH+X7McH/Kuaq9o4+PfR2wvZj2Tw38HAfwrwbQYo8uEEmgzmnz0b/TL/MtfSrq7KyTWvkSKETTSg3X2BIYD/H/zgB7jgggvw5JNP4qMf/SgA4OWXX8Y777yDRx55pOEJNioGxPxns1Ia1xgAjvV5fQz7A6BcQDTA4rH29na0trYiHA5j7NixyGQyWLJkCR544AGcffbZAIB7770XzzzzDH7yk5/g61//unjvFVdcgY997GNiQr311ltx6aWX4lOf+hQmT56MyZMn4zvf+Q5uuOEG3HTTTfi///s/vPzyy1i7di0OO+wwAMBkZrMFlI+Fr7/+vqDxmwAAIABJREFUevH/a6+9Fk899RQefvhhAf4ty8I//MM/YOLEiRg/frzYeCWTSTQ1NaFQKGDs2LEIh8PI5XJKwD9vvFasN3FpKPgddrKfUAhtrBNjL+/iCQ3MP9PH9lF3GQr+ibuErGhngLPXcVAyzfKxLC34VbSQxBl483s2xPWQ1OCLRwt7PtN1mgi5wH+DAaeQ/TiOG1h4iztlM/8c/OfzLuZfyAoUdJSNR6MomCZShQI6/DT/ipj/7Sjbnjbxe+C1PFUk+0mjXIjOZ0cX+FcwV3Hwn/JsTAFSdC1b9sPmqhRQlzCVKvthc3bGWweiUvbT1VVh/vn65WX+AxqDXk3OOeccvP3221iyZAnWrVsHADj33HNx5ZVXBpr516n5lx3vvfceTNPEnDlzxGvRaBQnnHAC1q5d6/re6dOnuwqP33zzTaxatQr333+/qzA5n88jm83itddew/jx4wXw94Zt27j11lvx8MMPY8uWLSgWiygUCqJx2lFHHYUzzjgDM2fOxNy5c3HmmWdi2rRpaGtrq9L9q6w/4I3D6oF/HZr/IMh+lBb8gkkbbBu9xF1GgH9FBVOtbLz2cTvDcNgtuVHh4sGYfwdAure3zChpKPjlbJXpY4ogCn4JIywjWthJTLpOQaGr0LLR4J9pmjOAu7hTMfhv845LwC37UTAm2ltasKO7293QSSH47+zsREtLC9LpNDYDOIw7QFHwr2CeoKcgvZkMuLehRQG3grlK9GcB9Ml+aMOzOuBfKvNPwT/doFMCTbLbD+LxCvPPT66p5n9/Yv6BsvTn1ltvbXQuUqMWw+qK5maXhVcj469//SsKhQKmTp0qQNe2bdvw4YcfYsSIEZgoucswj6amJlfdQSaTweWXX465c+fi8MMPd31vIpFAUz+OAf/xH/+BO++8E3fccQdmzpyJZDKJBQsWCFAdDofxzDPP4IUXXsDTTz+Nu+++Gx988AHuv/9+HHPMMa6fpRL8D4T516n5V83800J0pcw/gLZYrOy0QzYhypl/b0fXcFipvAIAEl1diAIwAaT8wL8iq0++UJs+p6OqTkLESYxl1dQUc+Y/DMBo8Bih4N/p7QWfkSxvQyfZzD+/Dh7grXRT2tpaBv+0wJQDvlhMOvg3DAMdHR1Ip9Plrs/8HtBNkALwH4vF0BQOI2fb6Emn0cmkui7HIRWkDQX/HhzjAtsywT+pf3AyGdRasaUy/0wp4QL/tA6Eb0wl3xNxcs3JK++4DGgMCGG88cYbmDFjBkKhEN5444263ztr1qyGJNboGJDsxzCk+TaHWltRCoVQamoSn1Fqaqr8fy8A75QpUxCLxbBy5Uoh5zFNE6+88goWLFhQ9f0U/B911FHYuHEjJk6ciKmsZTaNWbNm4YMPPsDbb7/ty/6vXLkSn/rUp3DJJZeIn/3222/jyCOPFN9jGAbmzJmDOXPm4Fvf+hbGjx+P5cuXY968eYjFYgJs6mD+C4Q99IYOzb8O2Y/jOMhkMmJDopr55xpzegJhKe6Q2MquRR9ZSByqt1cAsoyWFrQD2AWgJ5XCBEBLwS//HMsHdAtGS6a/PQbI/HPQBTS8/qCFSSscAPk9e8ApEFpkHFbgAMU3pb01wH+jax38op09Gz0U/Ctk/gFP4zc/5l/Rs9EeiyGXyyGVTos6Pa6zVyb7oYXHpun6Gr8HMUXg3wKQ7e2t6gQu8mFzqQzte5KNCVcXburGpQj8tzJrZLF+UQvifZ35P/roo7Ft2zaMHj0aRx99tLBJ9IZhGEr98wcTumU/MhtsJZNJXHXVVfj617+Orq4uHHLIIbj99tuRzWbxxS9+ser7Kfi/4YYbcOGFF2L8+PG4+uqrEQqF8Prrr2PNmjVYuHAhTj31VJxyyim44IILsHjxYkydOhXr1q2DYRj4xCc+gWnTpuFXv/oVXnjhBXR2dmLx4sXYvn27AP8vvfQS/vCHP+DjH/84Ro8ejRdffBHd3d2YNGkSHMfBpEmT8NRTT+Fvf/sbTNOEZVmBkf2o0PzrlP00NTUhHA7Dtm2kUimxwCpn/hm72UuuhQD/qqRHHPwTj33aYEqJzWYyiQ6UwX+K9zygzL8iq08h+6nH/Ev0EAeAFvbz03WaCJlsjESBhoP/ZnISm965swL+GegNAzCIx72sECdSFHhTZlEF+OedbekpDAf/Cph/oMLypoHKqYNX9qMg2hMJbMvlkMrlytciFHIz/ypyYPfDl/mnvvoSx2ZLSwtCAEoon1LWAv+iKaAM8M/W0AydI9Jp95iIRKS77bRxO16+ftm2MivevYkB3ZH169djFNOjrl+/XmpCsiKdTqNUKtVsuCU76nW2bUTcdtttKJVK+PznP4++vj7Mnj0bTz31lG/XZbpxO+OMM/CDH/wA9913H+6//35Eo1EcccQR+Jd/+RfxPY888giuv/56XHTRRchkMpg6dSpuu+02AMC3vvUtvP/++5g7dy6am5tx+eWX4/zzz0eKeba3tbXhueeewx133IHe3l5MnDgRCxYsEPUJl112GZYvX47Zs2cjnU5j6dKlGDdunJRrREO35r+W7Ecl828YBtrb27Fnzx709vYKT2+lVp+o6Jp7CdhWDv7ZgtpHnHaqJB6yI5kUi2iO2Ma5HE0URC3wX7IscNpAtvNQKwN7fQMB/4bR8AU+HA4jASAPINPdjVHsdT4mIryDquyGhIxhdYF/L7spOTqI3Sd12iknIN/tB6jMl64aDA3Mf0dzM9DdjZ5cTtwPSyJJ5BdtfDMGuApdASL7kexyYxgG2g0D3Y6DVDqNg2p8H5f9SNkQMsImS08HvSelCuZtbkssyCvSeXyfZ/6plOTmm2/Gt7/9bRx66KFSE5MRmUxGMK6qmX/aYIvH3jD/CxYscEl6EokE7rrrLtx1112+33/aaaehp6cH77zzTtWpzUknnYQzzjjDJdWh0dXVhfvuu6/m1x577LGaeU6fPh3Lli1zvfbnP/8ZQPn3HzVqFJ5++mkAwJYtW7B169Zhofnvz+pTGeve1ibAv7YceLt6DrYty120pSBaGcChYNNSzfw3NYF/SpGPCw1uP0L24yEqbPKsRGUz/5zprQP+xQYRkALCk6EQ8qUSMrT5HP9MDv4lhziRsm0X667K7QcgzeeAiuSGg04idVEm+/HR/Kuaq9rZPU9xFyrblqpr94smdi0KQG3wryCX5lAI3baNHCFJvGFKnMc5+M/QXgOU+TcM6SdzABD3Eon7iOxnUAK1aDQaaDvP/oICLdXMv0zZz0DD21lYRw618lCdS1A1/8r19j6OP6plP3wxy3P9ajarnDmh4N9hC4mL+VdxfBsKIcbGfpGzSDoKftnnmB7Nv8tdh2nyZYUA/3WaCMlk/gEgycZ/xq8WJRSSVh9Go81nU6qyyRcAtLPTY5ezCwedpCZHq+xH0bPRzomKQqE8LhU7LwEQfYIsAI6HvCpS2Y/kdVTMVfXWUC77kTEm2AlIhm6MKfOvCPzz+2Hz9YvIflSNy6HEoKtTzj///LpMb6Njy5YtuOSSSzBixAg0NTVh5syZgjkebFCgFSTmX1UEDfx7Q+X1CKrmX7nkxgf8q96ARBibZvNnQwPgbWXWdTaAPAP91NYxrEhvH2PzRMGvqFGV5r8G+DfpZkgy+BfWq/WYf661lgT+W/zAP3ehUsX8M+DdVyr5y35UMP9+nW0p+OfuULzYVEJOLtkPz0GD5r+DFz/z5nOKN2KAW3JX8hb8UuZf8poeZT/f9OTgyofNITI2hM1sXGaAigzNy/wraIxYBf4J87/Pa/5pTJs2DbfccgtWrlyJ4447TuzIeVx33XUNS667uxtz5szB3//93+PJJ5/EqFGj8M477/jq2AcSfuBfVdRiu+nXdOSgegNCIwjMf9A0/zpkP4Be5p87xwiZiWkqZ9MSjEUCyqdBTajci5BhIKRoEo+Fw4BloegH/lUz/57TURfzL3lRTTJgnaag1xPSmf9oFMjnkc5mRXGnTWU/KvTEzHK0l14HCi4UgBsO/l2dbRUz//26/ahi/tl8KWxPNTD/dMNnFQqgszQH/zEFc3eM3XdtzD/DgRmgMiY0yH74XCgw5T4i+xl0Zj/5yU/Q0dGB1atXY/Xq1a6vGYbRUPD/ve99DxMmTMD9998vXtubWgM/2U8QgLfqHBpVd7C3eegE/4PR/MuW/VCP/SDIfpQz/9xilI9LDZMnbVrFFzOh5VVgF8eDL9pFIq9Qziyyz7E8z2eVzaXE4BaWluPUBv8cbBqGFIvFJLsOmUym4uxCZT8KxkTr6NHlHBwHJcsqH9XTMaEA/HfQAlM+LvnGUKfsp1BQXgzPmf8UP5GitquKa3IAwjazUKn5F8x/vdNzXvArYaMs3H6AyqbUK/tRsEHnc6HNwb9t7z8FvzRUuv389re/xdy5c/HZz34WK1aswMEHH4yrr74al112Wc33FAoFl46bgpqgMf9B0Px7v6Yyj6F+vRExGM2/zILfUqmEfD4vmqkFQfajjfnXCP6NlhbRYMsX/Cvw7wYI+OcLqmkq7TUAVBbqWpr/CJjNpcQIs59v1wH/LtmPhEiyRT2TzwtNsQv8q+g/MWqU+Hc6nS43flOsKXbJfryaf8UFvy6Jh4aNMdf89/BaFB3MP/kcuiEHCNhWAf75fffkQIMTCFKYf97kC6iMS8r8h0JqNP9e8L+PMP9qVrQhxvvvv48lS5Zg2rRpeOqpp3DVVVfhuuuuw4MPPljzPYsWLUJ7e7v4M2HCBPG1PBmkqjX/9Vh3VcGLjnVr/r2frSMX3Zp/Kpfz25QGQfajbDELAPhHc3PFaYeNCXECopL550fpPvpRVW4//RX8ynLXoSEch+ox/+w+SWP+WV1Dhju7gGw4FIH/RFeXkHVQH3HBLCqU/bjAPx+fiq0+00Dl1EHDPNHOSBvB/Jumcpa3LvjnhJWCXAYi+xGafxnMPwX/XPZDmX9F83aYzRO2z7gMsuY/0OC/VCrh2GOPxa233opjjjkGl19+OS677DIsXbq05ntuvPFGpFIp8Wfz5s3ia5Tt1+X2EzTmX4fmv9bvyzdGQQH/MuUvoVBITF5+4F8185+idoaKNyBC9sOBno4mKckkOIwSzD/Xq+oA/362caplP96CX17sCkgH/4L5B2q6/Ugv+GWncRnu7AIP+FcwJoxkUmxKTU1Wgu1+HWV1yn78aoMUPRu8FiXL5yoNGxA6L1sem82iDua/3hoqU/Pvx/xTswhd4J+ezB1g/ocW48aNq/Kenz59OjZt2lTzPfF4HG1tba4/PGhVehBkP96vDYcc+stDVS66Nf+Av92natbd7zqolv2EveBfB/NPQBa32dQh+4lz2Y8P86/F7Yc8oyqZ/4HIflzMv4yCXw7+i0VtzD+SSaHNtYjeXuXzwTX/Peyzy8lolP1oZP4jdFyWSnokioYhgFtN2Y9K5r8OlhKyH4nMfxaozfwruA5VZAlt8nWA+R9azJkzB3/7299cr7399tui6dhggwJ+XbKfoDD//LOHu+xHl+Yf8Lf7VM66s8mRnoRpK/jVuKAiHq+AfwayXM17VBf8atQ1iw6/HuAdWPAfCskB/1xqohP8NzdXwD+R/ag8GWsnlooWOX0AoEf2o1EeGPEWomvSd4sx4Vm/OPiPKciFny54O4G78mHPjQxXKhfzz09AdDD/fA31ceM6wPwPMb7yla/gxRdfxK233op3330XP//5z3HPPffgmmuuGdLPo8y/atlPECQ3fqC6Vg7Lly+HYRjo6elRkgfNJSiyH5maf8Df7lM58Obaah9JXBBkP8omz0hEgP9CLgc4ToW10in7KZWUOrsAlU1GFfMvmWn3y8ECahf88udTFvPP2WbTrMh+aB2ICvAfiQigZ2ti/tuJE1Yv2YAACIzsR9lcRZ2wggD+PetXYJl/iWMiC8DhzD+VgikibQRR4bMplVHr0KgY0uz10EMPIUsa4MiK448/Ho8++ih+8YtfYMaMGfjOd76DO+64AxdffPGQfl4QmP+Sj351KDmcdtppWLBgwZByoHk4joMrrrgCCxcuHHQOQ40gWH3q1vwDwZD9+IF/5RsQ7pYA6FtQw+EK85/PuwEWATiygzN2BR+3H2UFvzVsNl2af8nXY0DMPwebsph/JhnNcE93EOZf4ZioAnqKn49oNIom9rumuMxEk89/BvBn/hWdioXpplTXKSUqDle2F/zzAlsV44KfEGpi/ptZ/YUDIMc3pRT8K5L9iCZfmjeEg40hzV5XX301du3aVfVvGfHJT34Sb775JvL5PNauXVvX5rO/8AM4qkJ1wa/jOFW/I/0cnc29auUwnHz+AX/wr0v2o5X555MnAEfXghoKVcB/Lud22VHJ/LPft0gKK7Vp/r2yH8kFtjQGVPDLn09ZBb9c7mJZFeafnzaoBP+8BwiTeJQsC/yKKHO5YfcjxUGWziZffDxoaAYYONmP1+d/GDH/zaTDdsZPJqma+edjgjpA7Q+a/ylTpuDSSy/FPffcA8uyBED72c9+5rIJDHL4yX72Rc3//PnzsWLFCtx5550wDAOGYeCBBx6AYRh48skncdxxxyEej+P555/H/Pnzcf7557s+5/vf/z7OOOMMAMCXv/xlvPrqq+L9hmFgw4YN4rNWr16N2bNno7m5GSeffHJVDcZQIkiyH52af74BoTkEgflXngMBtbZlaVtQBfgvFLQsIkC1z3/JNCtAT5Xmn/v81wL/gHzZz0CafMnW/PMOotzWEWTDoRD885FnefpPAOqejw429nq8Tb4iEfFsqJD9iIJfL/BW5YTFxyVQlYNKW0exIfSQV0XO/CvIRWj+60ioZTL/4XAYCfYMZrjm37sh1M38Bxj8D/jK/M///A+ef/55PP7448hmszjppJNwzjnnwDRNdHd3y8yxYdEf8+84jjQ5UzabRS6Xg+M45Y6RKHeOzOVyyGQy6OrqGjDovfPOO/H2229jxowZuOWWWwAAf/3rXwEA3/zmN/Gf//mfmDx5MjrZ4sXD7+fffPPNWLt2LWbMmIHFixcDAEaNGiU2AP/2b/+G73//+xg1ahSuvPJK/PM//zNWrlw5pGvgzSPosh/Zmn/BsPq4UClz2mGf4/dsKGP+ycJgFYuIKG5ixCNuGIDj6JX9sN+Xs2k2uS+qNf+WRs1/IGQ/bP5M23a15l818+844vrrAP+C+fc2+VLM/BdRPhWLMZClusNvxAfo6ejm6j0N4mEqBP/ilFKT2w8AJCMR5IvFCvj3EkcK1jCxIeSN3/YRn/8Bj9aTTz4ZJ598Mm644QZ0dnZiyZIleOONN2DbNk4++WRMnjwZp5xyCn70ox/JzHevoj/NfzabFZOM6kin067GT/Wivb0dsVgMzc3NGDt2LABg3bp1AIBbbrkFZ511Vs33eoF3a2srotEoEomE+Fk0vvvd7+LUU08FUN5YzJs3D/l8Hgnmbbs3EXTwL1v2Uw/8B4H51wL+TVMf88/Bv5f5J44m0nPgCyq7B/RYf1jJfogUrGbBLy2+lQH+ueyHXAfX86la9sMKjynUUgUumngtitfnX5HbD10bM5ZVBv8afP5dzH8ANP9VBb8M/McUzBUDYf4FCJZEXCQjEezWDP5dEkUv8x/ggt8Bj9Y5c+bg7/7u73DyySejVCrh6KOPxrnnnovbbrsNL730Enbt2oXnnntOZq57HTrdflTF7Nmz6349VGPBqgW4Z82aJf49btw4AMCOHTtwyCGHDDHDYMh+gqD55xO037gcVgW/ZILUDv7hI/tRmEOcM/8c/BO9uzLwz54NL/g3FYL/iHdB9QnpzD8vMuUWtKWS2/5VMfi3Pc8GoPAZ9do68vVTkc9/LBZDNByGadvIWBY6NbmC1dX8K2R5w3RDSELIbBTMFf0y/45TORWRxfyza+6r+dco+9kXNP8DvjJf+cpXsGrVKixatAjpdBrz5s3Dpz71Kdi2jWg0ilNOOQWnnHKKzFz3OvqT/TQ3N7s81xsZ2WwW69atQzQaxcyZMwGU2fpsNovJkye7ilf2JrynB6FQyMWwG4bh+t37K/ylE3k9x6LBxL4g+ymVSuL3lMWuBUH24+fzr7zJF2X+Lcu9qCucPGOhEGDbKOTz1Zp/VTl4FlQq+wmrYje9jiYsXMy/bLcfyrDWIGpkM//N3EqQL+qFgpbTIBfz7wH/tcichufAPkdIjhT7/ANASyKB7kwGae6+pIFhraf5DxLzrwL8C+afywO9zyC1KZYM/rMc/Hs1/yqYfy/417R+DTYGPFo/85nP4DOf+QwAoLOzUxSKmqaJo446Ch/96Edxyimn4Oabb5aW7N5GfwW/hmEMWHoz2AiFQmhqakIkEhGf0dTUBMdxkEwmBw14Y7HYgE4vRo0ahTVr1oj/G4aBt99+W3g3O46DaDS614B+KBEE8F+r4NdWoKsNquxHdQ6hWAwGypZtHODoYE4E85/LaWvRHvMy/1Tzr6Pgl4QL/EsO11F6DWaRs9DRcFgK+I+zDr9FwB/oqdqgU6Bn25VnIxxWZlgR8dYGUfDPQjb4T8bjZfDvV/Cr6BkN15P9aCj49WIAwfw3QJbbX7gkin7gn4xVWfkI5p+MS9f9UO32Uyq5NiD7nc8/AJx11lm4++67kUgk8Mwzz+CKK67Ajh07Gplbw4NPXKVSSVuDLb/PHcoEPmnSJLz00kvYsGEDdu3aVRO8n3766fjzn/+Mn/70p3jnnXewZMkSvPfee648xo0bh7/85S/9/qxGRX+yHxXRH/NPAblK8B8E2Y9q5h/hsNvLXJfsh1vXaZT9VGn+CUmhiuV1yX4o88/BnULmf0DgX1IuMQr+/fTdqtx+aHGnpnHJrSOFDI2DTgJ4VTD/ALFeDYLbjwa7UYBsCD3PhkrZj0vz77d20/sjS/PPfs9MrR4YCjv86paCDTaGNHv993//N0aOHCn+P27cOHzuc5/DkiVLGpaYjOAPCn1g9kWrTwC4/vrrEQ6HceSRR2LUqFHYtGmT7/fNnTsX3/72t3HDDTfg+OOPRzabxbx581w5XHLJJQP6WY2KIMh++tP8uxjX/djtJwjMP+1ianmtPlXLfsCafOkC/+z3LXiY/4gioAnUsfqU3FGXBgcLFlAT/Mu+NjEGNgXz7+0eqlpy490YK5SjVTH/HPwTkMnnUmngn23G0pZVdT9UNcCrakiooegYIGPC82wUJVpresN1SlkD/Mtm/hMsh7wf86/Y7YfKfmTXOjQihvTEXHTRReLfb731Fg466KCGJSQzOMjSUezrp5ffG7B72GGHYdWqVa7X5s+f7/u9N998s5BjrVmzBvl8HocffrjIYeLEifjd737nuo+TJk2qAudHH310Q9n5IMh+BgL+dWj+hyvzbzNpgxarTw7+vTnokP1wa0l+EqQQ/FexmyxUFvwOivmXNE45828CcGy7XC/FvqatyZcuX3mq7wYq94SAG+myHwYgfWU/qph/76ZUs+zHqiH7iTWohrBeiA6/A2H+JYF/r0yyau1Q8IxWNSTcn5l/GhMmTFAHEvYygsD8AxWQq6PLrpd115nDUL/eiOhP80/HiCy5RRBkP34+/6pzcDH/XnZTJfNPG2zpysGr+afuMooiSgCO4yP7kVVgS8MF/vvZoMvaGMUJgDL9ToMUM/+2aVb3n1AUgiTgIIuPC5WyH7YZywQJ/JNurko3Yz7Mf6lUEg0BVWr+RcGvJxzTFH0YZMmQXBsQwH0So4h19+vwK9vitBExoNnroYceGvAP3Lx58143gZIVfuBfVVAA6QXcqjYg9LO8un4dOQSZ+acNvmTlE3TZj7JNPQX/GtnNGGX+Nct+OPNvs7/DKmU/3r4Lnn+rcPtxnT5oZv4BoJBOV0tuVMt+gqT518D8t7DNWJqDTY3gvwSglM9rAZtAZT6g8zZdR5Ro/ulc5QP+rXxe/FuW5t/bFFGHA1SVz/8+4vYzoNlryZIlmD59Om6//XasXbu26uupVAq///3v8Y//+I849thjsXv37oYn2ogIguwHqGbddQJvHTnw8IJ/viEJAvhXIb8JAvMfNNmP5XXaUbigcua/4O01oIP59+soqyjo7+sH/mX56tPgGm4bADxe5jwE+JfVh4Mw/8VCITCafy0dZfkJIZFXAFDK/PvJfkSHX8VADwBsjZsxP7cfF/gnG1dZ0R/zT21IZY0JVw5eyY0i1r3K7Wd/8vlfsWIFfvvb3+KHP/whbrzxRiSTSYwZMwaJRALd3d3Ytm0bRo4cifnz52PNmjUYM2aM7LyHFF7m3zAMLbKfUqmEcDisBXjzE4jhLvsZaMGvTOY5SJp/uohoLfj1Lqi6mH9Nmv8435TyplIacqCSAdM0wWGEyoJfvvGsB/5lS6LC8ThCKLO8xUwGaGvTAv5dLK/ugl8OvH0KfqUz/8wiO01yUM78k2fDyuUQ1cA0A/6yHxf4VyD7cTH/Pg6BJu+6C/mmGbzouGSaQvqkCvy7pGAaez8MNgac2XnnnYfzzjsPu3btwvPPP4+NGzcil8th5MiROOaYY3DMMccos6IbavCHgz8wXiAsM/yYfx0RBOZ/sLIfGdeLav4dx6n6TB3MP7Wg1Sn70cr8e7XVOjT/OrsMU/CvCehR2Y9JamKEFE4F8z8A8M91vrJkPwiHEQOQh14HKFeDLV05eBlWDv7pWJEM/psYoM1rtFSkgNLyngZpKMCmHcApkaUC+PZX8GuRuUPWtfE6DtGmiFqYf8+mVKVsdbAx6Nlj5MiROP/882XkIj04wOHgJpVKASh3321ScEwWCoVcAC9IwFu37MdxnJrXg09qjQSjHGQ5jgPbtqsWUqr5lxVe8K+isZg3gmL1ye9sFfhXCbw5+PcyrEEA/wpzCJOma6af5l8B+BfjEqht9Sm7GJqC/1xOP/i3LG3AwgU26WZMIfh3PRu6mH/C7ts6wX8d5j8KwFBwCiHuh8cSWORDNP+yrFg5+OfSIypTVAb+qTnB/sj87w8xGVHHAAAgAElEQVThlf0UCgV0dHSI5mTNzc1KQHA+n4fjOELjXiwWlYFv+pn5fN51TfLkYVWRg2ma4jPpRqBQKAggXCqVsHPnTjQ3Nzf0QYqRybFYLFb9bJXMP9/c0Il82DL/hYK2ginRYEun5r8G+FfqqMZkWCY8mn/qrqOI+XcAOIUC/D5NMP+yntFQCBw+FHM5fQ2d+CmIl/lXeRrEngGLjUvyBfFPVeBfNJ/TUdxJ7ruVz2ubq1ynQSwo+IeC8Rn1AG9vcOY/AsCQ7JgnZJKUQFPN/APVmv/9Cfx3dnb6AlXDMJBIJDB16lTMnz8fX/jCFxqSYCPDK/uJRCIYO3YsACjpTsy758ZiMUSjUezcuROO44j/q4idO3cim82iVCohlUphx44dyOVycBxHnITIjt27dyOdTsOyLKTTaQBl8L9r1y4AwMaNG10SslAohEMOOaShG6Q4mRiKxSKaPb7IOjT/KhqLeaMe+Fc2cRlGIDT/cQ7+PQyrDua/wBYRUdCochEJhxFFGfz71aMoKfglwNYuFn0XKumyHwAcUhY0ytFcDbY0y36qmH8fzX9MEhCP8TotP7cfReA/FAqJOhCtsp/+wL+CXKpOYjzBJYNRQNp84ZX9uNZQBXUPgA/zr2ntGGwMOrN///d/x3e/+12cffbZOOGEEwAAL7/8MpYtW4ZrrrkG69evx1VXXQXLsnDZZZc1POG9Ca/sh9s4jhs3DqNHj3YtdDLi0ksvxY4dO/DrX/8ahx12GM4//3wUCgX84Q9/wMEHHyz1s3ncfffdePzxx/HNb34T8+fPx6233oo//elPWLRoET796U8ryeH+++/Hww8/jC9/+cu46qqrAADpdBrnnHMOAOD11193gfNYLNbwehL6UPp5/evQ/OuQ/fj5/Cu3+gQrInWccpOvA7IflADY+bwWlpeDf6DS2AvwMP+yrT49DKvfHeB6Z5n3J8bGZTGb1Qf+OdDTyCrWBP8KmX9uXyk6Luu6HywHLlHUcT/CPpp/rcy/T8EvZf5lgX/RjZwz/2RshnUw/55xuV9p/p9//nksXLgQV155pev1H/3oR3j66afxyCOPYNasWbjrrrsCB/69DCsFN+FwWDrY2blzJzZu3AjTNJFIJPD+++/DsiwkEgkkFO1S0+k0Nm7ciN7eXiQSCWzfvh0bN26EbdvKcujr68PGjRuRSqXEZ2azWWzcuBEAkEwmpU+khmEgFouhWCz6Ov7o0PwPW9kP4G7ypUv2Q1kkzbIfoOwwo4VBou5LVFOsQfYDsOZWPiFd9oMK869T8+/aoGtiFV0Fv/R+sNcdwrpKk/14mX9yLcIKn1FRn+QhKlR46/MQjd8o88/WMVXgX8yXNTT/3OozKtEdzHv6ILCdYcBQdXrOxqUDoGTbCO0jzP+g6ZunnnoKZ555ZtXrZ5xxBp566ikAwDnnnIP3339/77NrcPgx/yrD6y2vA2QJ3WSdjZDsCFMNKwt66qIql3pe/zqYf2pBq8o5KxAFv0ClXb3Go3Th8+8FWSpzIBvwYjarZxGhzL+f5j8cVgv+a3Xh5sy/TNkP+z2LGhs6uWw2gyD7oZp/n/lDOvjX6PYDwC1R1O32Q5x2isxaU5XsJ0prMOrIfmQy/zFPDsIEIBQCFOEIesJQ1YV7fwL/XV1d+N3vflf1+u9+9zt0dXUBADKZDFpbW/c+uwaHt+BXJ/inrj9KPbw9RaY6NkJ+4J+yRqqKn+t5/euU/ehY1Ol41ML8c/Dvlf1oZP516O0pcAoE+PeR/SjX/Ndi/hn4l3m07gL/uoB3DfCvUlIgCn4dp8L8E/mXy2NeMvg3/cC/LqJCtwMUAf/cXScGBELzz5l/mX1BahX8KgX/tPEbk4zulwW/3/72t3HVVVfh2WefFZr/V155Bb///e+xdOlSAMAzzzyDU089tbGZNiB0st2AG/zrKO4EarPNOgCnH/OvpbiyjuZfR8GvUtBNrje3PNXK/Hu7mOpw+9Eo+wnFYqLYloJ/HW4/gMftR7a1Jgn6+1o1mH8B/iWy8PFQCLDtQBT8Vrn9qHw+qduPLvDPTsWo5l/HBp1/ks76JJf1qgf8K9P8e92XPCEKfmXKfjxSMJV1STzCZP6xbXufYf4Hndlll12GI488Ev/1X/+FX//61wCAww8/HCtWrMDJJ58MAPja177W2CwbFEGR/Zim6QK+OmQ/XntJHbIfX49iHbaKmjT/tSRYOjZi/PMjkYge5p8zWcVieRL3yU92BEHzz73lTZTZZgFudBX8EuDtWlglRygUEr0G7FpduLnsRwfzr8tjX7Pm32KgG0AZXLHrowL8i4Jfn2ZKyokK7imvG/z7MP/KNP/9+PwL5h+QX/CrU/ZDwb+nZm2/KvgFgDlz5mDOnDmNzkV6BEn2ExTmP2iyHy0NlQ7IfgDo3RwL5t80tYH/OAX/utibSAQxABmUNbzaZT+k94epkPkHyoWVFmpr/lUw/zG20SkWi4HR/Gtx+6HOLnztIowun8NCoZC0eiXB/B+Q/fgz/9RaUwXz75VheUJsRgxDGgvvqgMplSqEgELmn1qK6mxSOdgY0tWxbRuPPPIIFi5ciIULF+LRRx91ATlZcdttt8EwDCxYsGBI7z8g+wkW8+8n+1G5Uw6a5l+37Me7OVY6Jmpp/oPA/CsG3sJbXhf4j0TqW32qcqKiG0KfsHjNlERLPwH+NQI93liKF9tqlf1QzX84XCX7kVp/4ZX96GT+Aa3Mv8vqkzfNpMy/gme0qgDbE8LqU2J9kEv2o0vz72H+nX0E/A86s3fffRfnnHMOtmzZgsMPPxwAsGjRIkyYMAFPPPEEpkyZ0vAkgXJdwY9+9CPMmjVryD8jKLKfYrGoTfYTJLZZN/gfCPOvUvOv8xQGqH4+tMh+TBMIh/WCfy/IUnl0y5h/wFPwq1j243I04f9W0FTLlQbv/VCr4JcBjqhM8M9lP17mX5eziyZgwU9X+pP9KAP/GiVQ4QAx/zZh/osU/Ctgvfm9LqFc6OqdFcRJhEQW3iX7oeMhHFYG/o1otCJRLBS09OsZSgz6jlx33XWYMmUKNm/ejFdffRWvvvoqNm3ahEMPPRTXXXedjByRTqdx8cUX495770VnZ+eQf45u5p867eiwdaQ56NSZ12ssFZSCX50+/yqvQSgUEu5KOmVxLvCvydGEg/+CTuafgv9CQVvdga/mX7Xsh43LWpp/IfuR2J9ENH4rFIBiUb/NJtUTq5Qe+TH/PrIfFeDfLH8gSpYFXmYaCHMCXWPCI/uJSSywpUFtiU0/0wwVVp9UCkbnS4XMPyIRsfGxPaqOIGv+B406V6xYgdtvv13YegLAiBEjcNttt2HFihUNTY7HNddcg3nz5vn2F/BGoVBAb2+v6w+PIGr+dUqPgOEt+wma5l/XmPB6/etk/m3LcjOsOiRxGllFKvuhmv+wQoLAJfvRrPkH2JjwCRWynzi77gWNFrTipDQAsh/Ta/WpEvw3NQFgzL9pusaFDvDPbR11EBW+Bb8K3HVo0M2n6XM6J5p8SbQGFvavgPvZIJI06REOV+aqQkGQJMB+xvzH43H09fVVvZ5Op13dKRsVDz30EF599VUsWrRoQN+/aNEitLe3iz8TJkwQXwui7Ed1DkGSmugG/0HT/OsaE17wr9XqU2OTFJfsR5PEw8v867AyRChU3+pTVedM6mXuE0L2I7PglzP/QZD9BAD8W0xeAaBhmv/eQi8eW/cY1u5cW/f7uLyLg39Lk3Q2CJp/MSaI3l50+NXB/PuAf5Nq/mW5/dC6A/p8KpT9IBRygX9T06Z0sDFo8P/JT34Sl19+OV566SU4jgPHcfDiiy/iyiuvxHnnndfQ5DZv3owvf/nL+N///V8kBni0e+ONNyKVSok/mzdvFl/TzbD6Mf+6uwzrLDLdF9x+9neff8B9P2izLy2afw+bpov5dzSdPiAcBuexXbIflTkYRrBkP/0x/yrAvxfoaWD+rVIJKBa1uv00QvZz4f+7EP/18n8BAHJmDrPvmY0L/9+FmLV0Fh5565Ga7/My/7pMM1ybUt0dl227UvCrmPkPx2Lgn1L0k/0oaPLlkv3oAv+oFM9a+bxwHAL2M/B/1113YcqUKTjppJOQSCSQSCQwZ84cTJ06FXfeeWdDk1u9ejV27NiBY489FpFIBJFIBCtWrMBdd93l8iOnEY/H0dbW5vrDIyiyH5NMXLrqDoLA/AfF579eky8VzL9t23BogxKNzL+uYiXBZGlk0+IERFpU362L+c/ntblGRDmoo+Cfa+wV5dIf+OcgWAnz75WjKRwTLrcfTZtSzrC6Cn7D4SGB/+c2Poe/O+TvAACPrnsUDhz0fLMHd33iLiz808Ka76sC/7rmKlojpRv8a2T+6Vzly/wrkP1EqeyHztkqZT+AW/PP5skwqacLYgx6tHZ0dOA3v/kN3nnnHaxbtw4AMH36dEydOrXhyZ1xxhl48803Xa994QtfwBFHHIFvfOMbgwbOB2Q/tZn/4Sj70d3ki/6utPFbUMC/NuY/FNLK/AMe4K2hyRfATgh5DjrAv+O4rT65h7Zqq89a4F+F2w9l/jUBbxfzr+v0gbr98DnCp8PvQObvVCGFrqZyzeCyd5fhgukXoDnajHmHzcPXn/l6zfe5Cn6JJA5QXLNG5ypdjkM+bj8u8K8C+DJjgAI0Mv98Q+jt+6Cy4BcE/FN7ZsXE7mBjyKN12rRpmDZtWiNzqYrW1lbMmDHD9VoymcSIESOqXh9IeBnW4Sj7CYLUJCiyn6Bo/gG9p0GBAP/0NEiX1ScBkdokN0Fw+4HH0YSFqXhzGqZF4D4hro1E5j/OxmXBy/Lqkv2QDYjSAlO+bgB7XfA7oW0CVn2wCl1NXVj27jI89JmHAADduW4kIrXlvTGq+Sebc5mNxfwiCBJFF/PPNuVFxW4/LmMAP+afjwmZBb/U/tXL/KvuU+M4sPN5LbK8ocSAsvvqV7864B+4ePHiISejIizL0i770en2EyTZT5CZf5Waf8AN/nUy/7p0tGGio9Wltw9HIsKvuaDRZlM0+SIAR/k8EQoBtu3P/KuW/fjIOx3SBVqq1Sf7XXXKfvhn2V5ds8ocqOyHgv8hMP8LTlyAi399MVpiLZjYPhGnTToNQFkONHPMzJrvEzJJAHY6rY1hDZTmvxbzrwL8e04pvSHWM5myH3oa5HX70cH80xPj/YH5/8tf/jKgH6ZC37R8+fK9er9OeQX1+Q+a7EeH1ecBzX/ld9U5Juj90M782zZKZB5ReS2MaBQxsGPsIGj+i0U9bj8gmn8K/nmBrWLm38/tx1WbIlPzXwP8h1UCPV5sq1HzX1P2MwTm/+rjr8ZHD/4oNqU24awpZyFklO/z5M7JWPj3dTT/1Foyk9EO/m3bLm+Q+etBAf8SwbYraD8QXVafTPZjAXB0av4J8y9Iif2B+X/22Wdl56EsKLt5QPYTHOY/aG4/KjT/hmEgHA7Dtu3AyH7ohkyL5p9oaGluSoIxWVrBP2XTdDkOwSNtYCEKfhVdj0gd2Q8FG0qafNm2G3irbLBFJR60qZTCcSk6/AIN8fk/7qDjcNxBx7lem3fYvLrvcdXkBAD8W5aFkmnqaTTmV/DL74GGgt+6a6gC8A8Apldvr8P+VaNJw2Aj2NlJCMpuDkfZTxAKfv00/8PR5x8o/75e8B+Egt+QYqcC2q5em1WaZzELAvOv3e3HT/aj6HrUk/0oA//8tFaj5j9MgZ4u5p/LfgC3288Qff4/6P0Av/3bb7EptQlF2z3/Lp7rLx12nZRS8K9rY2zbro2pjhoMX7efoDD/CmU/gLspok7Zj9ic7w+yn/0pdIKsIDL/Qenwq0Jj742ByH5k5xONRpHP5wPh9mPbtr4NCJH9cBcX5XlEIhWP/SAw/zrBvwfUAYDJwb8i1jtM5RWeoM3HZN4fAf69+m6VzH8N2Y9Mi9OqHLhNdQNkP394/w8476HzMLlzMtbtWocZo2dgQ88GOI6DY8cdW/N9YdZJ1YYPy6sw6FylzW6Uyn64z7+CAltPEi5zAm/wZldSZT/NzeLfVadBCskrQVToMooYQijsGa83qK5ZN+uuE+jRHEqaGNZ6mn8dbj+6NP+AezMWBNkPH5fKc6ALKgV2GmQ/gF7mX2xANGnMAcJu0g6/XPMv0VrTNwc/5p88s2GJzH+cXfeCV/ajy2YzSMw/AXX89HQg4P/GP9yI60+6Hm9e9SYSkQQeufARbP7KZpw66VR89sjP1n2veD6zWW3F8NTqU9dcxecDmzD/fB2Lk0JsuUnoZ/7DZC4yNZ4G+YH/oGv+hw3455PScJf90KJjXfruoLj91AP/qjYjFPzrZv4DA/5ZDoZhKLXwczFZmoBeUDT/gvmnmn/uq69K9lNH85/r6wMAJFAu1JYVNZl/DVafNmPddYyJKAX/HOgNscnX2l1r8U9H/RMAIBKKIGfm0BJrwS2n3YLvrfxe/Tz4ZoOAf22a/1JJH/PvI/spsA1YXAfz72f1yZl/iSw8N2kA9ErBBPjXeFo72Bg24J/fiAOyn2qwqTqPej7/OsB/Pp+v+hrfEMQkH60HjfnXXndg22IhiarWTFKbzSBo/k2z4vaj2OffT/YjmH+JTDsNAf7JCSWPVHc3AKAdACSOVeH2o1P2EzTmfy+bfCWjSaHzH9cyDu91vye+tiu7q+57Yxz8U9mPJokilUkCenrlUJ//PFuzEqokLwFg/l1dhumYUN0XhW8IC4X9y+d/fwjK/OuW/QTF6lObp3sd5l9lHgkGYvyY/z7GLLa1tUnNwQ/8D2vmv1RCjl2HJsUTuLfYVsskTpl/TR7iQGXj5cf8K5P9kNMgb/T29ABg4F8m88/nS53ddSnLa5p6rCUbyPyfOP5EPL/peUwfNR3nTDsHX3v6a3hz+5v49bpf48TxJ9Z9rwD/+XxlY6zR55+PTeWNxuox/6rAf39uPwqYf9poLBDMP8ESBwp+AxIczATF51+37IeCTdV5BMXnv57sp7e3F0C5y7TMCEIdiF89jE7mP8euQ7NCdhVAFfDOsX83ETs56UEWVG2nD4Cv1aepk/l3HBeA4OC/DZDL/FPZD70fCsemy+1HV1MpPk8BcPJ5GIBvwW98ABvDxXMXI11MAwBuPu1mpItp/PKvv8S0EdOw+OP1m4Ry8G8GgPm3bLvS9VqlPBH+4D/PAHgiiG4/siIU8q0DUT1fUtkPt6tQiWWGEsMG/PtJG4ajz7/f6YPqPILi818P/HPmXzb4D5rsRxfzH/Zj/hUxzCI8khst4J9KjyxLn+wnAMy/y+2nHviXOFY5+C/YttvTXVfBL9H8K7WWJBu+UqFQtjYkVp+DkUlO7pws/p2MJbH0k0sHnEeMfV5RYydVv/ok5TkEgfnvp8OvqYjMCoLsR4B/MkeoXkMHG8MG/PvJfoIAvHWdPjiO4wK9So8sA+bz76f5H66ynyBYfQrwr5r5J047BQL+m4mdnIoc+FYjb5rgS7jyE0K/gl/+NVXgn/R+ALF/BYDeVAoAA/8S5644kf3YBODo0PzbGjX/1E/dyuUq4N/j9jPYGql0MY2S467paIvXnnNFwa9GS0UqUbQ0reMC/ANC8+8C/yrWcyK5ofMEjz6GL1olzxdR1l23qBP8E3MCPppjB5j/YAQt+A2S3l6X7AcAcrkyvNElM9EN/utp/lXJfoLk9mPbtj7NP/Gt5rIf5cw/YbJ6yTG2auafbzWyxaLIR+dmjIdWzb8X/O/ZAwBokyxxELKfUgmWZvDPbTZ1FvwC5S6mcaB83T3gfyCyn/Xd6/GlJ7+E5RuWI29ViBfHcWAYBux/r67x4CGY/0KhciqmSyZp2xUHLNU5sHFJrT7zbM5KRCLKmX/Th/nfw9bVrmRSahri9EGjFIwy//xKxFWTV4OMYQP+g+bzr/v0AdAP/oPs86+T+Q+C7EfbBsRxkNUF/onsp4eMCdWafwr+OcBplryAesNX9sP+Vt7ky4f5T6kC/4T5L5ANYVxR3QPgkf3oAv+U+ecnpYRhHgzzf8mjl8BxHNx33n0Y0zIGBgZ+/2Lk8/iIUC65IfVJurq5+sp+eN2FwoJfUWzrc3rezfLplDx3cebfJE47yvuicExDwL9sp8C9jWED/oMgrwiC5t+P+del76bMP89FJdCqJftxHEcL8x8k2Y+2DYhtI8eOsZsVAiwAQDgsZD97eNOiUEi5248A/0TikWxpUZcDKkwm1+2WSqWK3l217Me2hbSBh3D7kQx0Yux3LZZKLi9zVdInoBr8a3H7IUDGZHM1lf0MRvP/+rbXsfry1Th85OGDzoOCf37XdVp9Zthrqucq12mQLvDfH/PP8umSbZpBHKAE666YOKKyH04bqc5hsDHsfP6DovkX3fhUD9JwWOj7dTH/fpp/neDfy/wXCgUxRoaT7Eer1SdnsqjsRzX4J6z7LraYNWuwG6Xgn4OLpGrm3wP+XbbAihgtqq2ukv2wzXmbZH2zKPglzH8sFIKh0h0tALKfUDgswLZg/onP/2BkP8cffDw2924eUh4c/JsaG+BROZp4PlXWBcHD/HOff/aMJqJR9cy/z+l5N8unUzb452OiUNAGvIXsx7IqzP8BzX8wghb86gLeHPwXCgVtOQDla1EoFIY9819L888lPwDQIplxDZrsR/vpg+MI5l+H5p/f7V0M6DWpbtRCwb9licVVtezHBbzhBv9RVVaf9Qp+uSxPFfPvOJWCykhETUElC1dxJ2H+VVsJRgEU4ZH9DKHg98fn/hhXPnEltvRuwYzRMxANu3+PWWNm1XyvYP5NU4AXnaeU2sA/PQ3izD97RuMB0PyXLAt72NzR1dEhNY0oGYMC/CuW3OyLzP+wAf/U518X8KZMs07wH4vFUCgUkMmUp64gaP6DxPxzVjGZTEpfWCj411H3QD9PK/NPC345+FeptS8nAQ6xd7J7oZz5p7IfyxITtHLZD58v/Zh/1VaffuA/XfaJb5PMcvI5wgGQIcy/EnDFgl9vm1l9arGgRRksFFHuYgpgyLKfndmdeG/Pe/jCb74gXjMMY0AFv3xcUgmWzp4k2pl/oOL2w55VZZvTOsx/X0+PkAl2trdLTYNKwbQx/8SW+IDmP2BBAc5wB//JZBJ9fX3YsWOH+L/KCArzX0vzr6rYF3CDf74Z03U/AsH8l0rIMqCnQ/bjBf/K7UYp+LdtMUErL/j1yH4osxdWBf65PNAP/LNnpU0yyxkjv2uaa6pVPxu0u65lIcteV2pBiwpYEK5HZBM0GOb/n3/zzzhm3DH4xQW/GHrBr2kKzbK2niQ6wb9Px2Xlsh/aYMuzhnbv3l3OBUDTMJD90DqQA8x/wCIIsh/+ebZtI5vNaskBKOvYt23bhq1bt4r/q4ygaf5N00SpVBK1EKoafAFu8J9mbKau+xEYzT97TTnzHw5XwL+uLsOGgSRzr8iWSuB3QTXzTzdjAJDnp4SAsg6/9aw+UyyfdslAh4L/PiqrUBiu4k7C/CsH/8RVBYCv289A1rONqY347UW/xdSuqYPOIcauPQX/CdXFtuTZ0AX+XVafpgnHcVBkz6oy2Q9YsS3z2KexZ9cuAEAXAEi+P1Ef5l81686Z/33J7WfYFfyapimYXl3gH6hIS3SAf65j5+Bftq7dG0Fh/umiQTsUqnL6ASrgv1gsik2H6vtBN2P8NKhd8lGtN8KkgE0XuKHMf5pLjzRM4M2k/oEvZroLfjNcCgcAisCvmCdIUSOPXjZftMViUoFOlNz/Ps3MvwOgZJqC+dch+wH8ZT+DYf5PP/R0vL7t9SHlECNyNM41q9Z3R8iJFL8XWmU/+bxLuhpXxfwDSDDQm/eA/262jnQCgGSMQ0+DgiD7OcD8ByyotEEX80/Bpk7wz0GtLuY/aJp/oCzF4vdHl+wnCMz/W2+9BQCYPn26nhw0M//ebZdy5h9AczgsjvLFa4rBhQD/DHRn2TPRDACK6iDqFvwqAv9GNIooABMV5j+mGPyHyRjMF4uCWVQ+JhjLa/GxSWQ/g9H8n3vYufjKU1/BmzvexMzRM6sKfs87/Lya7+Xgv2hZogfGcGT+XadBuZwL/Ctr8gUG/m1bFMPzcDH/kudx2o1cWH0qHhN0rtpXmP9hA/4pyNIF/iORCEKhEEql0rBm/oMi+6EPZz6fF2y3DubfNE3tzL9lWVi7di0A4Mgjj1SbAznGFuBfI/PPQ7njEMpFjWFAgBsDGlhej+zHBf4VScKoAxQF/5ZlIcsAqGzwzxu/mQD6eEGl4iJwWmCdJiBLi+wHqIB/AjIHw/xf+fiVAIBbVtxS9bUBF/zatpAt6FjHAQ/4V+3Gxa5zCUApk3GB/1gioQz8xznzXywCti3mhu7t2wEw5l8yEKcbQu3M/wG3n+CFX8GvasYAKA+IXC53gPmHfvBvGAZisZir7wJwgPkHNDD/RPMvZA2qwT/R/PNQ3mgMgMHsPrnhbHMkAkOhuwxQAbgFP9mPqg6/tOCXzBXUirctHpcO/uMAMtAI/qn0iJyWKme8veCfbAIHo/kv3VTq93tqhdD867wOQWD+yXW2M5mKlBmAofB6JCj4N00xJvYw8K9C8y+kYBR4H2D++41ho/kPQsEv/cxUKqUtB84sb2cP6HAF/4C/17+ugl/dzP+ePXvwwQcfANAA/olvtWD+FbNpQWH+qdc/UKkBUBkJdj/y7BnNMvCvkvl3yX7I88nnziYwTb5M8E+8zDn4V928hxZY93IXqmhU+YaQg3+Tyn5YDIb5/+nrP0XBqm4KVbSL+OnrP637XgH+SyWh+VcO/glRoVv2AwBWJoMCAf+yNfY0Eux+FEzTJVXcs3MnADXMvyj41ai3p+YE+wrzP2zAfxB8/oHKRBUE5r/EjvR1Ffw6joNSqYRSqSTuiWrw7+f1r0v2o5v5X7NmDQBgzJgx6OrqUpuDT8GvDp//Ks2/Buaf2n0CQFJDp0he6My7LWcZ4G5W6HHPmX/LtsGev1wAACAASURBVF3gX3T3Bcr1BwpkP0ClCFx5AyFqFMEYbx21KIL556w72QQORvP/hd98AalCqur1vkKfy/vfL2JE9qON5SVytEAw/8UiCsz9Kg5I19jTELIf0wSIJK27uxsA0BUKSScL/MZETLXshxCauuoOBhuBBv+LFi3C8ccfj9bWVowePRrnn38+/va3vw3pZwXB559+Jmd5dTL/PHSBTYBVx5OFXRf4p17/umQ/uph/PnG9+eabANTr/QF/8N+s0eqTh/JeA0AV868D/HuZ/0xPTzkXw1AG/kVtkOMEAvz3cfCveM42olFh+dqnq/8EKp1U/cD/YJh/x3F8vf0/6P0A7fH6LmOc+TeDxvxr0vwDZRlWnhFHCUA6004jwcZA3rLczP+ePQCATskduAEyJnRuCElDQl12o4ONQGv+V6xYgWuuuQbHH388LMvCv/7rv+LjH/843nrrrUE/bEGT/fAFTMcA8YJ9XWATKIP/HLEJC4LsRwfzn81mxQKqazPGN0CqJT9ADdlPAAp+g8D862B5udypUCrBcZxKwa8G5j8o4L9XE/MPUgDOZT/NGtauCPcy5+CfXIeBaP6P+dExMGDAMAyc8dMzEAkREsixsb57PT4x9RN1cxCyHwL0dGn+bY1WvPQ0yPIy/wqvR5yt5QUP+O9mJ4VdCroN0yJw7W4/+xDzH2jwv2zZMtf/H3jgAYwePRqrV6/GKaecMqifFQSff/qZXO8+HJn/WuA/Eoko7yzrJ/vRwfzzY1JAn+afxxFHHKH08wG3b7UA/6onz6Ay/xrAf8LjhMU1/0kFTB4PV8EvOZlzgX/ZtoaU+WeOQ8oJm0gEEQBFVAp+tYB/rvnn4J/MGwNh/s8//HwAwGvbXsPcKXPREqvMc7FwDJM6JuGCIy+om4Poi0KYf9Ugi55ScuZftfNSKBqFgXLvB53gXzD/Xs0/W0NVgH+xISSbMW3gn+RwgPlvYPBCr3p65EKh4MviUvA/GGeCRoeXpdCp+eehk/m3LEtbsS9QH/yr2BTxCYIfk8bjcbHAqQov+B8zZozSzwfcTb50NTFCJIImQCyqgIZGY0AgmH8v+M9w5p90dZUdLqtPJmsAPOBfQcEvH4Vcpa6c0WPgH6gUHeuQ/QjmnzdcI/PUQDT/N512EwBgUsckfG7G5xCPDH7to0BPu+wH0Cb7QTiMCMoWtFahIDpwJwClmn9R8GvbFc1/qYQ9LJ/OaFS65l/0JAH0g39gn2H+A635p1EqlbBgwQLMmTMHM2bMqPl9ixYtQnt7u/gzYcIEAJWFJJvNiu/VyfzrzEE38+/V/AcB/Od9mEWVsh/O/KveiAHV4F91d1+gUsDmYv41aP5DgAt462L+KZTQwfxH43GhM8/lcsgy8N2sg/l3HIDYe6bYs9IOKGH++XjoYX8rn7MZ0AOAXgb+dcjRuKuKMNkcotXn6Yeejp3ZneL/L295GQuWLcA9q+/p973caamICtBLqO6BQRpsiQ6/msA/UAb/2mQ/XDJKZT+FArrZetoVi6lj/qEP/AuiguSguuh4sLHPgP9rrrkGa9aswUMPPVT3+2688UakUinxZ/PmzQAqNydNGKThCv6DxPzrBv/1rD5Vyn448696IwZUg38Vv3dVDj6yn2YNVp8AXMBbeQ5AtduPproD/qn5fB4ZBi6SCruHusA/IW1SrD+J0PzLBBcE/HNhnvJFnYJ/Jj3SAf4jXvBPmjVy57iBSB3+8df/iGfXPwsA2JbehjN/eiZe3vIy/u2P/+bb+IsGBf9C9qPa2YUAPW3MPzkNsixLFPzGAUDhaWWC3Y+8bQvwX8rlkGb/bpV9MofKmMiicmIbCwLzfwD873186UtfwuOPP45nn30W48ePr/u98XgcbW1trj9ABWTxRYx/r+oIAvjXzfwbhiE8qnWD/6BYfQ575p+BBgfl41tAj+wHcIN/HWOyyudfxyJCwX9vL7LsGW1WCf7JhhD5vAAXPR9+CIB5iMuWyDEpGKCR+TeMiuyH/a3jRKoK/HMgTiweBwL+1+xYgxMOPgEA8PBfH8bMMTPxwhdfwP/+w//igdceqPteDvRMVMC/cuaf5KBb9gMwxzxdbj9c9kPqcnI9PeLrSdlN+FCR/fSR13TKfg4w/w0Ix3HwpS99CY8++ij++Mc/4tBDDx3yz+IAh4P/aDSKkCLtKo0Dmv9y8IclKJp/LvtxHEdLky8uRxu2zL/Pc6BD9gMcYP4BuEBvrru7Av4VMHmVFAjzb5plcFEqCfDfwfKUyvyTe8H70urQ8vKz0l72t07mX5R1cuBHiJOBgH/TNoXe///e/z+cd9h5AIAjRh6Bremtdd8bDYLshxOJqDDNSdVrKJX9mCYKO3YA0ODzzzdCpRLsdBrI55HdvVt8XcV8wTeEafJaXPGYOKD5b3Bcc801+NnPfoaf//znaG1txbZt27Bt2zaXNeRAg98cLvvRdSRzgPkvR4QcGQcB/PMFjFpuqmh05S3u1bkR46GT+aehelHnYIbeAeV2oywP7eCfMv89PciwZzQp21qTpsCeDdtxAMsq233mcuhhJ3MdgPyCX8+9ANQDC6DitMPZTeU9MODD/HOLRcL8D8Ss4COjP4Klf16KP238E555/xlh7/lh34cY0TSi7nt9ZT+q9d1srqJtynSAfz5rW7aNPCOsdBX8AkAhlQKWLUPm+edFLiEN4D9kGL7ricwQEkUcYP4bEkuWLEEqlcJpp52GcePGiT+//OUvB/2zvLKf4Qz+g8T86wb/Xs0/195Ho1ElR7nexVI3828YhvojbFQz/3EAIcW2r0Fl/nX1GhDMf08Psuz5aJatsacpkAUVplkG/+k0etgcLsC/Is0/Dx0WflWyHw1z5f9v79yjoyjv//+evSabZJNskg0EQgKEAHIJN6FBUW4lYqogbUEOR8ErVnvAA4hSUTxQ70BtBYqtNmr9ngJabxUKv3AThRQ1EiCBgiI0CAlBck/IdZ/fH3PJzO4GNiGZZ8h+XudwyM7Ozjy7++wz73nP+/mMXE9dEf/S56Au8ykEIPRenvwy3sh9A+PfGY/Zg2cjrVsaAODTE58qcaDWkD97tfjnNeFXqf4kCEpf1Q218+/xoF6KjdoFQVOCtbOxq8V/eTlQWIha6RgaBojRsE5uj3fsx24y6TZGyajnrF0vzr+hS30yxq6+UoB4T/gNZvGvFvtms1n3UmnyfgH+4t/b+ZfFv8vlCuhAdq0YwflXi3+n08klDmfx+hxCdbyTbEsj/Ez45XAyBqtV6/xzuvqgOP8VFS3iX4cMr9IE1Y3f0Nwsiv/6el/x35mlBFXxJxkeY7ZFEADGWmI/PJx/b/Hv5fwHelI0Pnk8fnriJ1TWVyI6NFpZ/vDIh+GwXrmvq8U/79iPTBgHsQmTqUX8QxLekG66pWNbLDYbTBAjcXU1NUBTE2qjxe/UAYhjaieX+pSdf0X86/wZAJT5NzSyyOIt/o2Q+bfZbMogGh4erovI9caomf9LUl4xJubKl587CrfbrXnM2/nnkfcHtHesBAAHD/Hvx/nnEvsxiPOvif1IAi9Mx8y/ptoPIIr/mhqUS79VRfx3prPoL/bD8QZbivjn0C9bm/AbSI1/b8wms0b4A2L9f3eYu5VXiPib8Msr9iMTpuNdrxVUk8CbrFax2g6AEJOp08W2phkqk6D+wgXA5UKNbBQAYh/p5PbIdyOXr8TYeIh/1VVKcv4Nhiw2KfYjEh4ejtLSUi5iEzBu5l/t/OtB//79NY95O/888v4AIFitMEOKeAAI5eGmCQJgMiFcvokRODn/3pl/TtEjJfZz6RJqpUo7jpAQPpl/QRBr/Tc1oVwaL6IAwG7XbcKvDJfYj1fmn8dJqez8KxN+var9XOlYNuKNEdh17y5Eh0Zj+BvDIaD1PvTt/G9bfc5v7Efvyi7+nH8OBpoi/m021Eufi13HalxiIyywQyyzWefxAC4XagsLAegX+4mQdIN87ODp/NepltEdfg0CxX60REREoLS0lIvYBPzHfnjEj1rL/Osl/mNiYhAbG4uffvoJAH/nn5f4lyewKeKfh/MPiDfYUk1gDOUhvL3FP+/YT3U1aptEv1dX8a+qp46wMOD0aTRaLMpViCig82ua+4v98IhJGsH5l8bscgClAFzyzZUCiP1M6z9NqfAzvf/0drfBKu3jMlquQOh9DPWenxTGQWwCLVGw5qYm1EtXw3QXvuorhAkJgNncEhEEdHH+w71MQ3tnVwDzg3xCWKtaZvQ6/0Ej/uXYjxzvMELsx2w2+1Ra0QtZ9PNy/o2a+ZdjP3qJfwAYMGAAvpQqJPB2/nnFfuSb1siyO5STmwazmX+df6828Mh3q53/utpa1EjiX4+63TJyvKKZMSAyEigtRXlzs/K8EwA6+/dilNiPJGbkd+/gME7IE35fAbAG4t2GHQhM/K8YvwIA0OxpxoTeEzA0fiiiQqLa3AZ5H5WqZXqbRj6Zfx3veq1phyT+m5qaUCd9ByF6i3+rtSX2I10drJE0lgPo/FgeWpx/GXsn788fsp5Ri3+jO/9Bk/n3PogbwfnneWYoi37e4t9omX/Z+dcr8w9ooz/B7Pyrh2xu4t9iUYS3Db6X+PVqgxFiP/JBvba2FrVSFMoREqJftR917MfhAGprUS5VNYmA5Fx19pjhT/zzqLHv9VvgGfsBxJOQMxViylo2TgI5nplNZkz5+xSUXS676rr+CJO+b3Wxb93Fvz/nn8e8OWmfTU1NqJejV3q73mYz5E+jThL/svMfBnT+hHwA4V6/BR7i3+Ll/JsFgZuxGyhBI/69Hc1gF/+yw8wr9kOZ/xYGDBig/B3szr+MwwDOvwPg1gaN+OfxG1XFfspVMSiHw6F/5h8Q92k2o1y6Mqd4xp19smywzL8MD+ff4iVm6qUTwrZW+xnsHowfyn5oVxsivb5vkyD43KSws/Ge8Ovg5fxL/6udf7sO1XW0jVDFA6U2aGI/ejj/BhD/8lgln5TaOMTA2orxW9hBeIsaHvlywDji3yjOP2/x75355xH74e38qx0Kbs6/l/jnMuEXAMxm5SZfoQC3qw+aaj+cKg7Jv8ZLqsWO0FD9S33KC+LitGU+AV2cf0OU+vT6LfC4/4S3+K+UxF5bxf/vJ/4eS7KX4LOTn6GoqgiV9ZWaf1ciwut9h3BwV32cfw4Zc6DlhLCpqUmJ3IToeBM+ABrn3zv2EwaIE/I7+Tuyh4RAvQcbh6u18vwk2fm3G9z1B4Io828U51990hHMzr/RYj/ezr+esR+188/lBltGcP6NEvtRO/9S9R8ebdA4/zxO0FWxn0vS3UPtAMwOh1LlpdObIGf+AcDjAZxOlEsn5Yr455H55xH78eqHoTza4OWoVrRT/N/+f7cDAO78x52aMtOMMQiCgOZnm1t7KSx2O8IA1EiPQ3hEPLxLfepdYUduh1x6VSX+7RzEv+L8e8V+HIAu4l+wWhEBcSI6IH0GOuMt/m0k/o2DUcS/0Zx/iv34z/zr6fz37t1b+buxsfEKa3YOhsj8ezv/nC6lqzP/PCsOGSH2ozj/kvhXnDydBJcm9uPxACaT1vk3m5W7zHYa/u7wy2HcNnvHfjhcDbJ6O/+SyGtL5h8A9szd0/5GWCyIRIv45+Gwmo0i/qV9NjY1oU6akB+iQ2lNbSMsPhN+a6WTQUX8d3Z7LBaEQyX+OcTyZPEvx37I+TcQ3nGKYBf/M2bMwJ49ezBt2jQu+zdK7McI1X4sFgsWLlyI3NxcjBs3Trf9qvcvw9P5nwvgdYhxmxnR0dyE91gAwwDM1vGGVhrMZsQAmA4gBHzy3f6cfwcgTrzV6cCmif1I+XKN+NdD6KjiTzJGcP65lPr0dv4lw6Stzv+tybe2vxFmM5wAzksPuTj/XsftXjrOg1GTYLEA9fU4dekS6iXxb7fZdLsyB0A74VfqB3rHfmCxQK3ueIh/eawi59+AyHeyZdLdIoNd/E+aNAnHjh3jtn+jiH915p8xxsX5B4DXXntN1/2pMYrzvxLASvmxy8UtcuMCcAgQhS6PNlgsEAB8JD/mUTJOJf5L1eJfxwiSxvmXSnxqxL8ekxuNEvvxep9cqv14Ce3Kdop/ACivK8dX575CSU0JPMyjee7etHuv1AioR6gQDhEP79jPiOjoVtbsXIbb7fh7TQ2+PXeuRfxbrfqKf/WEX3+xn5AQ/cU/j/twSL8NuSfzOAFpK0Ej/k0mEyIiIlBZKU4oCvbMP2+Mlvmvq6tDbW2tciDTM/PPG6OIfw0cS31yb4P3wZKDu9lq7EfHqxA+mX/4Ef86RAoMIf6N6PxL47Z81TRQ8f+vE//CnA/noLqhGk67U5P7FyBcWfxLzr8Ml7KOXt9/Wmys7m0AgBHS8fJQcTHCpJPjELtdd+ffJ/bjLf51iv3I2Dkcw7xLQvOIBraVoBH/gChseIt/ozj/vDFa5r++vl6J/FitVj611TlhlNiPz2PewpvjvAMNPC4h+zmo6+78S7/NJgCorQXCwvR3/v3EfmwGEP88xkrvuuUVksiTDZNAj2eL/99i3D/8frww6QU4rG08ifF2/jl8FyaV0IsGEJ6QoHsbAGCYdIwqrKxEpPTd2ENCdHf+rxj70aM6mJfzz6MUr7f4t/O4MWMbCZpSn4BW2JD454tRYj9q8a+O/Ag8RB8nDOn88xLe6kGcY7UfBYej88tZttIGb1nlAAAdTw4taue/pAQAB+dfEGAxm6E+tPOO/VgBWDkInFJJ7MtUSieFbY39nKs6hwVjFrRd+AM+zn8Ih/kwgmqMGAoAbrfubQCASJsNKdLfFZLzr7v49+f8//QTAMBhswFxcZ3fBm/nn8eEfK9xiIdB0FaCSvyrhQ2Jf77I4r+xsdEwmX8eZT6NgPpEx1DOP+92GMH5j4vj1gbvX2MYoKv4VwwCALhwAQBQXl0NQEfnX2yIJvrDO/bDqwpVUU2N5nGF9F20Vfxn9M3AN+e/aV8jvJx/O6d7YMgMBYD4eP3bILVjuNeiEB1L8QLQOv+NjQBjqL14EQAQlpYG6HEF3Tvzz0P8e/V9yvwbDLWw4XWTL8r8i8gH9tmzZyvLeGf+eVT6MQJymVPAQM4/L+dE3Y6QEP7Of1wctzb4df71zPyrxb/k/JdJAjQa0KfaDyDm/hsaUCE95OHqmVV9wMHpplJlqnECACol8R9I5v/TE58qf2f2y8QT2U/g2MVjGOIeAqtZK1bv7H9n643wdv55jBOqPsfT+YfZjBEA3lctsoeF6VsgQF3nv6EBOHIENXKpz5Ej9TkR+ekn7s6/xTvzz2EielsJKvFPzr9xmDBhAnbv3q08TklJQWJiou7tiIoSbxdUVVWFwsJCAICb12DOib59+2LQoEFwuVz8+qS3g8vLTVOLSbebnH8V0YKg60mZHEdrAhTxf6FcrOYdC4jCQg/nX/VZWAUBAoerUre43XirsBDNACbHx3PpE89OmYId+fkYAWAffJ3/K40d0zdN91m28vOVPsuudpMvH+efUyWsTADHANyt9wRbNRYL7gCwymJBbVMT+gHoGRvLN/bzzTdKuUtHeLg+JyIREdxLfZLzb3Ao828cli9fjgULFqBJKlHmdDp9qknoQVxcHOx2O+rr63Hw4EEA4HISwhOLxYLDhw/DxMNhlpHz9VJVF3Trxqcd3q4770nHvE5ArFYf5z/RbNa18pC3819bX6+UHU2U2qiX+JfDJXZO80Dm9O6Nad98g0YAUVOncukTQ3v1QhmAXAA/Q4vzH0jsx7PC0+pzbcJi0Tr/PI6hFgs+BcAAmKOj+VyZAwCzGYMAXHrwQdS+/z6cly7BEhGhb3Ww7t21sZ+TJ5UbsIVZrfqI/5kzEb5hA/Cf/wAwSOb/OnD+KfOvMyT+W3A6nXC5XHC5XFyEPyA6TT179gQAHDhwAEDwiX9AFFrcJzmrhZxRnP9gjf0kJvoX/zoe1DTi/+JFnJWyxOEmk+j+6hX7MZlaxL/ZzK1PhEOMOwndu3M7KbUAiviukE7EAs387z69GzesvwGV9ZU+z1XUVWDQhkH44n9fXLUNmmo/PBxWkwkmAGYAiIriNz9J6vshggBXY6Po5IaH69s/x45tif1UVwNnzrQ4/3rcgRsA7HZE/PznykMu1X68nf/rQNuR+NcZyvwbD1nsnzt3TvOY0BmpWgQAoHt3Pm0wguteXt7yN6+rDwkJCPUanxJ1voGQci8QQCP+Ez0eCIAocnSO/disVj7iX4o9AeDXJ6TCDPJRtLK6GowxJfN/tePZa/95DQ+NeAhOu++k8ciQSMwfOR9r/7P2ym3wjv3wPoZGRvL5LoCWvt/UJJbCBXSdkA8ASEtT7rJcf/48mgA0SE85dBwvwlUTv40w4Zecf4NhhNiPVdUpuA9cBABfsU/i3wDwqpOsLmfIy/k/darlb7udj7gwmRAiXRGTSdS5jKByLxAAaGrC2YICsR3yCnpO+JX+tNtsfL4PdZ/gdQJy5gyAFue/ublZc2PEqzmuhy8cxm0pt7X6/JS+U5B7PvfKbRAE/rEfNZGR/Jx/+fM+dUo8AbDbAb2PXVYr7JJRU3funOL6A0CYzabbZxOhqirEZcLvdZj5DyrxbwTnXxAEZd8k/o0BiX+DERbGL0f7v/+1/B0RwUfoSXWyAfC71wCA0ORkzeMeOot/TewHwNnDhwFI4j8lBbj5Zn3Ef1lZi/jnVQFK3S85lfqU5+OEATBJ+6+srAxY/F+ovuBT2UeNxWTBxdqLV25DVZU29sP7GBoZyW+sGi4V+vzyS/H/3r31Ka3pRUhSEgCgHlDEvyAI4t2XdYrzhquqkBnC+SfxbyyM4Pyr903i3xioxb7ZbEZ3XpETQiQqit8B9ccftY95iKzVq8Xs7rRp/NoAIKRPH+XvCEg3luIp/iX3OzE1FXj6aWDwYH2cxZoaJfbDzdGT7z0SFsZP/P/ud8CwYRBmz4ZTiq9WVFQELP57OHsgvyS/1eePXDiC7uFXGXt/9jM4hw1THnL7PuQrk3368BurbpOuokifP5KTuVwxtffuDQCoA1B7440AAIfdLs4hCxLn3+z1eyTn32AYwfkHWnL/JP6NgVr8JyQk+NzGntAZnuJfDS+RNXYssGsXMHq0+DlwEv/2vn2Vv+MAMWag48R8OfbDAHgAnJUqgyX27Qs0N4vCQqffquz82zgVJsC//gWMGAHcfz+/fpmYCLz9NjBsGCKlY1hlZWXAmf/bU27HM3ueQV1Tnc9zlxsvY8XeFfhF6i+u3AarFZH/+IfykNf9enDsGLBqlXh1kNfxYuxYbend5GQuZUdDUlMBAHVWK2p+9SsAQJjcF3T6bMLV4p/HfTikkuEylPnvINavX4/k5GSEhIRgzJgx+Oqrr9q1HXL+CX+oxT9FfgyA08nvgCoTEsI1cgOzGWCMaxtMKuc/DhAzxRycf0B0/89KfycOHixGUHR015TYD6+Deno68OKLLZPQeU0ylfbbHud/+S3LUXq5FKmvp+KV/a/gk/9+gk/++wle/vJl9F/XH6WXS/H0uKev2gSHw6Hc9Ixb7Cc2Vpx47fHw+y5sNmDQIPFvsxno1YuP+JduilnvdqNW+l4c8vei08lyRERLpX8u1X68xD85/x3A5s2bsWjRIqxYsQLffvst0tLSkJGRgRJ19YMAUTv/3BwDkPg3GiT+DUZSEj/R/eqr4sF85kxDiCyfv/VEJf5jAVH863hSphH/s2Yp4r9X796i86+j0NFM+OWFfB8MnielggB4PIiU4iVtyfzHh8fjwP0HMNg9GMt2LcNdm+/CXZvvwu92/w6D3YPx5X1fIj786iV+BZMJTt7HUHlsYIyvUSHn/lNSxJMBDuJf/k3UNTaiVroKFCbrq2Bx/r3e5/WQ+Tf8Tb7Wrl2Lhx56CPfddx8AYOPGjdi6dSv+9re/4amnnmrTttTOv5XjZRkS/8YiKioK4eHhqK6uRq9evXg3J3jZuRN46y2gXz9+gnfJElH0HjnCX2QxxjX2A8nRAyTnX+eDqvqAWnrLLajavBkAkBgXJ5a+1Gv8XL0aoatWARUVfC/nm80tN8Hj1SdMJoCxdjn/AJAUlYRtc7ah7HIZvi/9HgwM/Vz9EB0aHXgbBAHOkBCUXb7Mz8STxb/HwzeiOHGi+FuYOFGs+MPD+Ze+g7rGRtRI4t9hs4mfi14TfjmLf+/7FJHzf400NDQgNzcXkydPVpaZTCZMnjwZOTk5fl9TX1+PyspKzT8ZtfPfqK4prjOU+TcWgiAojj85/xwZPx6YMkUUvbyy1QDgcPA/qKvvdsyrHar9xtrtwKRJuu5efUC9deVKAIArIkKMFOjp/C9eDEdmJgCDOP88Twilk1LZ+V++fDmOHj0KoG3Hs+jQaNzY40aM7jG6bcIfAEwmZf/cYj9q8c/T+bfbgalTW66Wcuifsp4pqajAYxs3ApBiPzrOyTGZzWJpUZDzHyiGFv8//fQTmpubEe91t8/4+HgUFxf7fc2LL76IyMhI5Z9azKkHpySpPBUP+vXrBwBISUnh1gZCy6hRowAAI0eO5NySIEYQxIMXz0l0gHjiERGhn7PsD5NJbENoKFfxP0iqfHXPo48C48bpunur1YqePXoAAL6/cAEAMLJ7d+DkSaCuTtfvp790RTDF694HuiL3S151/gFxv+HhuEE6rhYVFaG+vh6CIKC3VPVFjzbcIPWLvl7laHXDZBL7n9PJ1ySw2YDqarHWf3g4F+e/e1wcwmw2eDweFEo34ksNDxdNFL1MHLMZA+LjYbNYlDFDT6KjoxGlMpdTOOrLQBEYY4x3I1rj/Pnz6NGjBw4cOID09HRl+dKlS/H555/j4MGDPq+pr69Xqg8AYiYxMTERFRUVcDqduHTpEurr65GQkKDLe/BHXV0dzp49q5wEEPypq6vDmTNnMGDAAN5NCW6Ki0VhFx0t1tDmQVkZUFEhllWMi+PThtpa8XK+xQL06MHH6W1qa4+XKwAAFXpJREFUQs1336G4pAR9k5LEKkxeE9s6m4sXL+Lwzp1AczNMJhNGp6W1XOLXsY+wkhL898gR9EtLg4VXn6isBEpLxfhVt2582lBXBxQXoxnAf86exWXpWJuUlKTf8ay5GZdPncKP586h3003cXG7AQDnz4tlNmNjReHNg0uXgKoq8W+TCejZU/+TkepqnD1yBCd++AEAYLVYkD5iBGyhoeLYpUd7GhpQceIEKqqr0Wv0aC7m0fkff8Sxffvgjo7G0AkTdItJVlZWIjIyUtG4gWJo8d/Q0ACHw4EPPvgA06dPV5bPnTsX5eXl+OSTT666jfZ+MARBEARBEARhVNqrcQ0d+7HZbBg5ciR27dqlLPN4PNi1a5fmSgBBEARBEARBEFfH8NV+Fi1ahLlz52LUqFEYPXo0XnvtNdTU1CjVfwiCIAiCIAiCCAzDi/9Zs2bh4sWLePbZZ1FcXIxhw4Zh+/btPpOACYIgCIIgCIK4MobO/HcElPknCIIgCIIguhpdMvNPEARBEARBEETHQeKfIAiCIAiCIIIEEv8EQRAEQRAEESQYfsLvtSJPaaisrOTcEoIgCIIgCILoGGRt29bpu11e/FdJd79LlG5HThAEQRAEQRBdhaqqKkS24Y7nXb7aj8fjwfnz5xEREQFBEDpsu5WVlUhMTMTZs2epihDRKtRPiEChvkIEAvUTIlCor3R9GGOoqqpCQkICTKbAk/xd3vk3mUzo2bNnp23f6XTSj4q4KtRPiEChvkIEAvUTIlCor3Rt2uL4y9CEX4IgCIIgCIIIEkj8EwRBEARBEESQYH7uueee492I6xWz2Yzx48fDYuny6SniGqB+QgQK9RUiEKifEIFCfYXwR5ef8EsQBEEQBEEQhAjFfgiCIAiCIAgiSCDxTxAEQRAEQRBBAol/giAIgiAIgggSSPwTBEEQBEEQRJAQNOI/OTkZgiD4/HvssccAAMXFxbjnnnvQrVs3hIWFYcSIEfjnP//pd1v19fUYNmwYBEFAXl6e5rkjR45g3LhxCAkJQWJiIl555RWf17///vsYMGAAQkJCMGTIEGzbtq3j3zDRbjqir/jbxksvvaRZh/rK9U1HjSlbt27FmDFjEBoaiujoaEyfPl3zfGFhITIzM+FwOOB2u/HEE0+gqalJs87evXsxYsQI2O12pKSk4O233+609020jWvtJ3v37vX7ekEQ8PXXXyvr0Xhy/dMRY8rJkycxbdo0xMbGwul04uabb8aePXs069CYQoAFCSUlJayoqEj5l52dzQCwPXv2MMYY+/nPf85uvPFGdvDgQXbq1Cm2atUqZjKZ2LfffuuzrQULFrCpU6cyAOzQoUPK8oqKChYfH8/mzJnD8vPz2T/+8Q8WGhrK3njjDWWd/fv3M7PZzF555RV27Ngxtnz5cma1WtnRo0c7/TMgAqMj+kpSUhJbuXKlZjvV1dXK89RXrn86op988MEHLDo6mv35z39mJ06cYAUFBWzz5s3K801NTWzw4MFs8uTJ7NChQ2zbtm0sNjaWLVu2TFnnhx9+YA6Hgy1atIgdO3aMvf7668xsNrPt27fr9lkQrXOt/aS+vl7z+qKiIvbggw+y3r17M4/Hwxij8aSr0BFjSr9+/djtt9/ODh8+zE6ePMkeffRR5nA4WFFREWOMxhRCJGjEvzcLFy5kffv2VQbPsLAw9u6772rWcblc7K9//atm2bZt29iAAQNYQUGBj/jfsGEDi46OZvX19cqyJ598kvXv3195PHPmTJaZmanZ5pgxY9j8+fM77L0RHUt7+kpSUhL7wx/+0Oo2qa90PdraTxobG1mPHj3Ym2++2eo2t23bxkwmEysuLlaW/fnPf2ZOp1PpO0uXLmWDBg3SvG7WrFksIyOjQ94X0bG099gj09DQwOLi4tjKlSuVZTSedE3a2lcuXrzIALB9+/Ypz1dWVjIALDs7mzFGYwohEjSxHzUNDQ147733cP/990MQBADA2LFjsXnzZpSWlsLj8WDTpk2oq6vD+PHjlddduHABDz30EP7+97/D4XD4bDcnJwe33HILbDabsiwjIwMnTpxAWVmZss7kyZM1r8vIyEBOTk4nvFPiWmlvXwGAl156CTExMRg+fDheffVVzWVV6itdi/b0k2+//Rbnzp2DyWTC8OHD0b17d0ydOhX5+fnKdnNycjBkyBDEx8cryzIyMlBZWYmCggJlHeon1wfXMp7IfPrpp7h06RLuu+8+ZRmNJ12P9vSVmJgY9O/fH++++y5qamrQ1NSEN954A263GyNHjgRAYwohEpS3fPv4449RXl6OefPmKcu2bNmCWbNmISYmBhaLBQ6HAx999BFSUlIAAIwxzJs3D4888ghGjRqFM2fO+Gy3uLgYvXv31iyTf2DFxcWIjo5GcXGx5kcnr1NcXNyxb5LoENrTVwBgwYIFGDFiBFwuFw4cOIBly5ahqKgIa9euBUB9pavRnn7yww8/AACee+45rF27FsnJyVizZg3Gjx+PkydPwuVytdoHACj9oLV1KisrcfnyZYSGhnbW2ybaSHvHEzVvvfUWMjIy0LNnT2UZjSddj/b0FUEQsHPnTkyfPh0REREwmUxwu93Yvn07oqOjAbQ+XsjPXWkdGlO6DkEp/t966y1MnToVCQkJyrJnnnkG5eXl2LlzJ2JjY/Hxxx9j5syZ+OKLLzBkyBC8/vrrqKqqwrJlyzi2nNCb9vQVAFi0aJGy/tChQ2Gz2TB//ny8+OKLsNvtur8PonNpTz/xeDwAgKeffhq//OUvAQBZWVno2bMn3n//fcyfP5/LeyE6j/aOJzI//vgjduzYgS1btujddEJn2tNXGGN47LHH4Ha78cUXXyA0NBRvvvkm7rjjDnz99dfo3r07x3dEGImgE///+9//sHPnTnz44YfKslOnTmHdunXIz8/HoEGDAABpaWn44osvsH79emzcuBG7d+9GTk6Oj3AbNWoU5syZg3feeQfdunXDhQsXNM/Lj7t166b8728d+XnCOLS3r/hjzJgxaGpqwpkzZ9C/f3/qK12I9vYT+UB8ww03KK+z2+3o06cPCgsLAYh94KuvvtLsL9B+4nQ6yaEzEB0xnmRlZSEmJgZ33nmnZjmNJ12La9Epn332GcrKyuB0OgEAGzZsQHZ2Nt555x089dRTNKYQAIKo1KdMVlYW3G43MjMzlWW1tbUAAJNJ+3GYzWbFnfvTn/6Ew4cPIy8vD3l5eUqJtM2bN+P5558HAKSnp2Pfvn1obGxUtpGdnY3+/fsrl9zS09Oxa9cuzX6ys7ORnp7ewe+UuFba21f8kZeXp1yCBaivdCXa209GjhwJu92OEydOKM83NjbizJkzSEpKAiD2gaNHj6KkpERZJzs7G06nUzlpoH5yfXCt4wljDFlZWbj33nthtVo1z9F40rVob19pbR2TyaSsQ2MKASB4Sn0yxlhzczPr1asXe/LJJzXLGxoaWEpKChs3bhw7ePAg+/7779nq1auZIAhs69atfrd1+vRpn2o/5eXlLD4+nt1zzz0sPz+fbdq0iTkcDp9yaxaLha1evZodP36crVixgsqtGZBr6SsHDhxgf/jDH1heXh47deoUe++991hcXBy79957le1QX+kaXOuYsnDhQtajRw+2Y8cO9t///pc98MADzO12s9LSUsZYS1m+KVOmsLy8PLZ9+3YWFxfntyzfE088wY4fP87Wr19PZfkMRkcce3bu3MkAsOPHj/tsn8aTrsO19JWLFy+ymJgYNmPGDJaXl8dOnDjBlixZwqxWK8vLy2OM0ZhCiASV+N+xYwcDwE6cOOHz3MmTJ9mMGTOY2+1mDoeDDR061Keklhp/4p8xxg4fPsxuvvlmZrfbWY8ePdhLL73k89otW7aw1NRUZrPZ2KBBg1o9wSD4cS19JTc3l40ZM4ZFRkaykJAQNnDgQPbCCy+wuro6zXaor1z/XOuY0tDQwBYvXszcbjeLiIhgkydPZvn5+Zp1zpw5w6ZOncpCQ0NZbGwsW7x4MWtsbNSss2fPHjZs2DBms9lYnz59WFZWVoe/V6L9dMSxZ/bs2Wzs2LGt7oPGk67BtfaVr7/+mk2ZMoW5XC4WERHBfvazn7Ft27Zp1qExhRAYY4zfdQeCIAiCIAiCIPQi6DL/BEEQBEEQBBGskPgnCIIgCIIgiCCBxD9BEARBEARBBAkk/gmCIAiCIAgiSCDxTxAEQRAEQRBBAol/giAIgiAIgggSSPwTBEEQBEEQRJBA4p8gCIIgCIIgggQS/wRBEF2Ujz/+GCkpKTCbzXj88cd5N4cgCIIwACT+CYIgrsC8efMwffp0n+V79+6FIAgoLy/n0KrAmD9/Pn71q1/h7NmzWLVqFd5++21ERUV12v4OHz6M2bNnIzExEaGhoRg4cCD++Mc/+qy3d+9ejBgxAna7HSkpKXj77bc1z+/btw933HEHEhISIAgCPv74Y59tfPjhh5gyZQpiYmIgCALy8vICamNpaSnmzJkDp9OJqKgoPPDAA6iurlaer6urw7x58zBkyBBYLBa/331rvP/++xgwYABCQkIwZMgQbNu2rUPaTBAE0ZGQ+CcIgjAwjY2N7XpddXU1SkpKkJGRgYSEBERERHRYm5qbm+HxeHyW5+bmwu1247333kNBQQGefvppLFu2DOvWrVPWOX36NDIzMzFhwgTk5eXh8ccfx4MPPogdO3Yo69TU1CAtLQ3r169vtQ01NTW4+eab8fLLL7ep7XPmzEFBQQGys7Px2WefYd++fXj44Yc17y00NBQLFizA5MmTA97ugQMHMHv2bDzwwAM4dOgQpk+fjunTpyM/P/+a20wQBNGhMIIgCKJV5s6dy6ZNm+azfM+ePQwAKysrU5Z98MEH7IYbbmA2m40lJSWx1atXa14DgH300UeaZZGRkSwrK4sxxtjp06cZALZp0yZ2yy23MLvdrjznzZo1a9jgwYOZw+FgPXv2ZL/5zW9YVVWVpm3qf/6WrVixgjHGWF1dHVu8eDFLSEhgDoeDjR49mu3Zs0fZV1ZWFouMjGSffPIJGzhwIDObzez06dMBfX6PPvoomzBhgvJ46dKlbNCgQZp1Zs2axTIyMvy+3t9npkb+zA4dOnTVthw7dowBYF9//bWy7N///jcTBIGdO3fOZ/3Wvnt/zJw5k2VmZmqWjRkzhs2fP/+a2kwQBNHRkPNPEATRAeTm5mLmzJm4++67cfToUTz33HN45plnfCItgfDUU09h4cKFOH78ODIyMvyuYzKZ8Kc//QkFBQV45513sHv3bixduhQAMHbsWJw4cQIA8M9//hNFRUUYO3YsXnvtNTidThQVFaGoqAhLliwBAPz2t79FTk4ONm3ahCNHjuDXv/41brvtNnz33XfK/mpra/Hyyy/jzTffREFBAdxud0DvpaKiAi6XS3mck5Pj46hnZGQgJycn8A+oneTk5CAqKgqjRo1Slk2ePBkmkwkHDx685m3zel8EQRBtwcK7AQRBEEbns88+Q3h4uGZZc3Oz5vHatWsxadIkPPPMMwCA1NRUHDt2DK+++irmzZvXpv09/vjjmDFjxlXXkUlOTsbvf/97PPLII9iwYQNsNpsizl0uF7p16wYAiIyMhCAIymMAKCwsRFZWFgoLC5GQkAAAWLJkCbZv346srCy88MILAMT40YYNG5CWlhbw+zhw4AA2b96MrVu3KsuKi4sRHx+vWS8+Ph6VlZW4fPkyQkNDA95+WykuLvY5abFYLHC5XCguLr7mbft7X9e6XYIgiI6GnH+CIIirIOfT1f/efPNNzTrHjx/HTTfdpFl200034bvvvvM5Ubgaame6NXbu3IlJkyahR48eiIiIwD333INLly6htra2Tfs6evQompubkZqaivDwcOXf559/jlOnTinr2Ww2DB06NODt5ufnY9q0aVixYgWmTJnSpjZ1BI888ojm/XQUhYWFmu3KJ0cEQRDXC+T8EwRBXIWwsDCkpKRolv34449t3o4gCGCMaZb5m9AbFhZ2xe2cOXMGv/jFL/Cb3/wGzz//PFwuF7788ks88MADaGhogMPhCLhN1dXVMJvNyM3Nhdls1jynFs2hoaEQBCGgbR47dgyTJk3Cww8/jOXLl2ue69atGy5cuKBZduHCBTidzg51/VeuXKnEmtT7Likp0SxrampCaWmp5mrIlUhISNBU6ZEjTa29r0C3SxAEoRck/gmCIDqAgQMHYv/+/Zpl+/fvR2pqqiKq4+LiUFRUpDz/3XfftdmpB8T5BR6PB2vWrIHJJF7A3bJly1VfZ7PZfK5CDB8+HM3NzSgpKcG4cePa3BZvCgoKMHHiRMydOxfPP/+8z/Pp6ek+JTCzs7ORnp5+zftW43a7fSI+6enpKC8vR25uLkaOHAkA2L17NzweD8aMGRPQdi0Wi8+JoLztXbt2aeJYnfG+CIIgrhUS/wRBEB3A4sWLceONN2LVqlWYNWsWcnJysG7dOmzYsEFZZ+LEiVi3bh3S09PR3NyMJ598Elartc37SklJQWNjI15//XXccccd2L9/PzZu3HjV1yUnJ6O6uhq7du1CWloaHA4HUlNTMWfOHNx7771Ys2YNhg8fjosXL2LXrl0YOnQoMjMzA25Xfn4+Jk6ciIyMDCxatEjJu5vNZsTFxQEQ4zjr1q3D0qVLcf/992P37t3YsmWLZl5AdXU1vv/+e+Xx6dOnkZeXB5fLhV69egEQ6/UXFhbi/PnzAKBMcO7WrVurbvvAgQNx22234aGHHsLGjRvR2NiI3/72t7j77ruV+Q6AeOWioaEBpaWlqKqqUpz+YcOGtfreFy5ciFtvvRVr1qxBZmYmNm3ahG+++QZ/+ctflHXa02aCIIgOh3e5IYIgCCPTnlKfVquV9erVi7366qua15w7d45NmTKFhYWFsX79+rFt27b5LfUZSAnItWvXsu7du7PQ0FCWkZHB3n33XU17ysrKlBKfah555BEWExOjKfXZ0NDAnn32WZacnMysVivr3r07u+uuu9iRI0cYYy2lPq/GihUrfMqJAmBJSUk+n92wYcOYzWZjffr08Sln6q8sKQA2d+5cZZ2srCy/68jvqTUuXbrEZs+ezcLDw5nT6WT33XefUiJVJikpye+2r8aWLVtYamoqs9lsbNCgQWzr1q2a59vbZoIgiI5EYMwrgEoQBEEQBEEQRJeEqv0QBEEQBEEQRJBA4p8gCIIgCIIgggQS/wRBEARBEAQRJJD4JwiCIAiCIIgggcQ/QRAEQRAEQQQJJP4JgiAIgiAIIkgg8U8QBEEQBEEQQQKJf4IgCIIgCIIIEkj8EwRBEARBEESQQOKfIAiCIAiCIIIEEv8EQRAEQRAEEST8f90ebhPHF394AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 900x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples = forecaster(data[:T1], covariates, num_samples=100)\n",
    "samples.clamp_(min=0)  # apply domain knowledge: the samples must be positive\n",
    "p10, p50, p90 = quantile(samples, (0.1, 0.5, 0.9)).squeeze(-1)\n",
    "crps = eval_crps(samples, data[T1:])\n",
    "\n",
    "plt.figure(figsize=(9, 3))\n",
    "plt.fill_between(torch.arange(T1, T2), p10, p90, color=\"red\", alpha=0.3)\n",
    "plt.plot(torch.arange(T1, T2), p50, 'r-', label='forecast')\n",
    "plt.plot(torch.arange(T1 - 24 * 7, T2),\n",
    "         data[T1 - 24 * 7: T2], 'k-', label='truth')\n",
    "plt.title(\"Total hourly ridership (CRPS = {:0.3g})\".format(crps))\n",
    "plt.ylabel(\"log(# rides)\")\n",
    "plt.xlabel(\"Hour after 2011-01-01\")\n",
    "plt.xlim(T1 - 24 * 7, T2)\n",
    "plt.text(78732, 3.5, \"Christmas\", rotation=90, color=\"green\")\n",
    "plt.legend(loc=\"best\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 900x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9, 3))\n",
    "plt.fill_between(torch.arange(T1, T2), p10, p90, color=\"red\", alpha=0.3)\n",
    "plt.plot(torch.arange(T1, T2), p50, 'r-', label='forecast')\n",
    "plt.plot(torch.arange(T1 - 24 * 7, T2),\n",
    "         data[T1 - 24 * 7: T2], 'k-', label='truth')\n",
    "plt.title(\"Total hourly ridership (CRPS = {:0.3g})\".format(crps))\n",
    "plt.ylabel(\"log(# rides)\")\n",
    "plt.xlabel(\"Hour after 2011-01-01\")\n",
    "plt.xlim(T1 - 24 * 2, T1 + 24 * 4)\n",
    "plt.legend(loc=\"best\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Heavy-tailed modeling with LinearHMM\n",
    "\n",
    "Next let's change our model to a linear-[Stable](http://docs.pyro.ai/en/latest/distributions.html#pyro.distributions.Stable) dynamical system, exhibiting learnable heavy tailed behavior in both the process noise and observation noise. As we've already seen in the [univariate tutorial](http://pyro.ai/examples/forecasting_i.html), this will require special handling of stable distributions by [poutine.reparam()](http://docs.pyro.ai/en/latest/poutine.html#pyro.poutine.handlers.reparam). For state space models, we combine [LinearHMMReparam](http://docs.pyro.ai/en/latest/infer.reparam.html#pyro.infer.reparam.hmm.LinearHMMReparam) with other reparameterizers like [StableReparam](http://docs.pyro.ai/en/latest/infer.reparam.html#pyro.infer.reparam.stable.StableReparam) and [SymmetricStableReparam](http://docs.pyro.ai/en/latest/infer.reparam.html#pyro.infer.reparam.stable.SymmetricStableReparam). All reparameterizers preserve behavior of the generative model, and only serve to enable inference via auxiliary variable methods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Model3(ForecastingModel):\n",
    "    def model(self, zero_data, covariates):\n",
    "        duration = zero_data.size(-2)\n",
    "        prediction = periodic_repeat(means, duration, dim=-1).unsqueeze(-1)\n",
    "\n",
    "        # First sample the Gaussian-like parameters as in previous models.\n",
    "        init_dist = dist.Normal(0, 10).expand([1]).to_event(1)\n",
    "        timescale = pyro.sample(\"timescale\", dist.LogNormal(math.log(24), 1))\n",
    "        trans_matrix = torch.exp(-1 / timescale)[..., None, None]\n",
    "        trans_scale = pyro.sample(\"trans_scale\", dist.LogNormal(-0.5 * math.log(24), 1))\n",
    "        obs_matrix = torch.tensor([[1.]])\n",
    "        with pyro.plate(\"hour_of_week\", 24 * 7, dim=-1):\n",
    "            obs_scale = pyro.sample(\"obs_scale\", dist.LogNormal(-2, 1))\n",
    "        obs_scale = periodic_repeat(obs_scale, duration, dim=-1)\n",
    "        \n",
    "        # In addition to the Gaussian parameters, we will learn a global stability\n",
    "        # parameter to determine tail weights, and an observation skew parameter.\n",
    "        stability = pyro.sample(\"stability\", dist.Uniform(1, 2).expand([1]).to_event(1))\n",
    "        skew = pyro.sample(\"skew\", dist.Uniform(-1, 1).expand([1]).to_event(1))\n",
    "    \n",
    "        # Next we construct stable distributions and a linear-stable HMM distribution.\n",
    "        trans_dist = dist.Stable(stability, 0, trans_scale.unsqueeze(-1)).to_event(1)\n",
    "        obs_dist = dist.Stable(stability, skew, obs_scale.unsqueeze(-1)).to_event(1)\n",
    "        noise_dist = dist.LinearHMM(\n",
    "            init_dist, trans_matrix, trans_dist, obs_matrix, obs_dist, duration=duration)\n",
    "        \n",
    "        # Finally we use a reparameterizer to enable inference.\n",
    "        rep = LinearHMMReparam(None,                     # init_dist is already Gaussian.\n",
    "                               SymmetricStableReparam(), # trans_dist is symmetric.\n",
    "                               StableReparam())          # obs_dist is asymmetric.\n",
    "        with poutine.reparam(config={\"residual\": rep}):\n",
    "            self.predict(noise_dist, prediction)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that since this model introduces auxiliary variables that are learned by variational inference, gradients are higher variance and we need to train for longer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO \t step    0 loss = 42.9188\n",
      "INFO \t step  100 loss = 0.243742\n",
      "INFO \t step  200 loss = 0.112491\n",
      "INFO \t step  300 loss = 0.0320302\n",
      "INFO \t step  400 loss = -0.0424252\n",
      "INFO \t step  500 loss = -0.0763611\n",
      "INFO \t step  600 loss = -0.108585\n",
      "INFO \t step  700 loss = -0.129246\n",
      "INFO \t step  800 loss = -0.143037\n",
      "INFO \t step  900 loss = -0.173499\n",
      "INFO \t step 1000 loss = -0.172329\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "timescale = 11.29\n",
      "trans_scale = 0.04193\n",
      "stability = 1.68\n",
      "skew = -0.0001891\n",
      "CPU times: user 2min 57s, sys: 21.9 s, total: 3min 19s\n",
      "Wall time: 3min 19s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "pyro.set_rng_seed(1)\n",
    "pyro.clear_param_store()\n",
    "covariates = torch.zeros(len(data), 0)  # empty\n",
    "forecaster = Forecaster(Model3(), data[:T1], covariates[:T1], learning_rate=0.1)\n",
    "for name, value in forecaster.guide.median().items():\n",
    "    if value.numel() == 1:\n",
    "        print(\"{} = {:0.4g}\".format(name, value.item()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAv8AAAE8CAYAAABXb96lAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsnXd8VFX6/98TUkkhISGNxBAggHRRKYIddJefCFZULFjWuu6qq6uuuy6r7iq6VlT0u64VC9KUjiBLV3oLECCQhPRCQnqdub8/zj13SiYzk5lR3OW8X6+8Mrm5c++ZO7d8nud8znNMmqZpKBQKhUKhUCgUiv95Ak53AxQKhUKhUCgUCsXPgxL/CoVCoVAoFArFGYIS/wqFQqFQKBQKxRmCEv8KhUKhUCgUCsUZghL/CoVCoVAoFArFGYIS/wqFQqFQKBQKxRmCEv8KhUKhUCgUCsUZghL/CoVCoVAoFArFGYIS/wqFQqFQKBQKxRmCEv8KheK08d5772EymSgpKXG53k033URcXNzP1CrPeeqppwgNDf1Z9pWYmMj999/vdj1Pj6m/aWpqwmQy8fjjj7td96dq47FjxwgODmbnzp1+3a7il8E333xDdHQ0VVVVp7spCsV/NUr8KxRnACaTyaOfdevWebzNmpoaZsyYwaZNm366hisUnWDGjBlceumlnHvuue3+t2bNGqZMmUJCQgLBwcEkJCQwefJkFi9ebKyTlZVldz0EBAQQGxvLVVddxfbt29tt86mnnrJbPzw8nEGDBjFjxgzq6urs1t2zZw/XXHMNZ511FqGhoaSkpHDllVfy3nvv+f9AuKGyspK77rqLuLg4IiIiGD9+PPv27fPovTfddJPTe8fw4cPbrWs2m/n73/9Or169CA0NZfjw4cyfP9/pdi0WC7NmzWLo0KGEhYURFxfHhAkTOHjwoLHO5MmTSUpK4pVXXvHugysUCgACT3cDFArFT89nn31m9/enn37K6tWr2y0/++yzPd5mTU0Nf/vb3wgNDWXcuHF+aaeiY/Ly8ujSpcvpboZf+M1vfsP06dP92mtSWFjIl19+ybx589r978knn+Tll19mwIABPPjgg6SmplJRUcHSpUuZPHkyCxYs4NprrzXWv/3225kwYQJms5msrCzeffddLrnkEnbt2kX//v3bbf+DDz4gJCSE2tpali9fzt/+9jfWr1/Pf/7zHwDWrVvHhAkT6NOnD/fddx8JCQnk5eXx448/MmvWLI96dPxFW1sbV155JUeOHOHxxx8nJiaGt99+2/h8vXr1cruNiIgIZs+ebbese/fu7dZ7/PHHefPNN7n//vs555xzmD9/PjfccAOLFi1iypQpdutOmzaNhQsXMn36dH7/+99TW1vLzp07KS8vN9YxmUzce++9/O1vf+Mvf/kLYWFh3h0EheJMR1MoFGccDz30kObr5Z+fn68B2osvvuj1NmbPnq0BWnFxscv1pk6dqsXGxnq9H39TV1enaZqmPfnkk1pISMhPth+LxaI1NDR06j2eHlNPqa+v92i9xsZGDdD+8Ic/+GW/neUf//iHFhkZqTU2Ntot/+yzzzRAmzZtmtba2trufYsXL9ZWrlypaZqmHTp0SAO0WbNm2a2zaNEiDdAeffRRu+VPPvmkBmi1tbV2yydOnKgB2q5duzRN07TLLrtMS05O1mpqatrtv7S0tPMf1gc++eQTDdCWLFliLCsqKtIiIiK0O++80+37Pb0Wjx8/rnXp0sXufDCbzdrIkSO13r17axaLxa5NJpNJW7Zsmdvt5ufnayaTSfv888/drqtQKJyjbD8KhaIdJSUlTJ8+nR49ehjd9V988YXx/6ysLFJTUwF4+umnja7/l156CYBdu3Zx2223kZ6eTmhoKElJSdx7772cOnXKp3adOHGCq666ioiICOLj4/nTn/6ExWKxW6empobf/e539OzZk5CQEAYMGMCbb75pt460d3z11Vd2y6VvXX4OsFo7jh49yo033kh0dDTjx4932r5Ro0YxatSodss1TaNXr15MnjzZ5edLTEzk+uuvZ+nSpYwYMYLQ0FA++eQT43+OGeK9e/dy0UUXERYWxllnncXMmTPRNM3ptpcsWcIFF1xAeHg43bp1Y/LkyRw+fNhuHTm24vDhw1x55ZVERERw1113AXDo0CHDNhMaGkpqairTpk2jvr6+3b7mzZvHwIEDCQkJYciQIXz//fd2/3fm+ZeffdmyZQwdOpTQ0FAGDx7MkiVLXB4zyTfffMPYsWPtehM0TeOvf/0rCQkJ/N///R+Bge07uydNmsSVV17pctsXXnghIMYUeMJll10GQE5OjvG+oUOHEhkZ2W7d+Ph4j7bpL+bPn09qaipXXXWVsSwpKYlrr72WhQsXYjabPdqO2Wymtra2w/8vWrQIs9nMgw8+aCwLCAjg/vvv5/jx43bjMl577TUuvPBCJk6ciMVicXpOSVJSUhgwYADffvutR+1UKBTtUeJfoVDYUVdXx4UXXshXX33F9OnTefnllwkPD2fatGm8//77ACQnJ/PWW28BMHXqVD777DM+++wzJk2aBMCKFSsoLCzk7rvvZtasWdxwww18+umnXH311V63q6WlhQkTJpCcnMwrr7zCmDFjePHFFw1xDEKQTJw4kbfffptJkybx2muv0bt3bx555BGefvppH44KTJkyBYvFwksvvcT06dOdrnPbbbexbds2srOz7ZZv2rSJvLw8br31Vrf72b9/P7fffjsTJ07krbfeYvDgwU7Xy8/P59JLL+XQoUP86U9/4re//S3vv/++Uw/5Bx98wNVXX01sbCwzZ87k6aefZteuXYwdO5bCwkK7dZubm7niiitITU3ltddeY/LkyTQ2NnLFFVewc+dOHnnkEd555x3uvvtuDh061M7b/v333/Poo49y6623MnPmTGpqarj22muprq52+9kPHDjArbfeytVXX80//vEPLBYL1157LRs2bHD5vqamJnbv3s2IESPslmdmZnL8+HGuu+46unbt6nb/HZGbmwtATEyMR+vLICE2NhaAtLQ0tm7dSlZWllf7b2hooKKiwu2PJ8H17t27Oe+889otHzlyJNXV1Rw/ftztNqqqqoiMjCQqKorY2FgeeeQRGhoa2u2ne/fu9O7du91+5P8BKioq2Lt3L+eddx5PPPEEkZGRREREkJGRwaJFi5zu/9xzz2Xz5s1u26lQKDrgNPc8KBSK04Ar289LL72kAdr8+fONZc3NzdqIESO06OhowwbiyvbjzKry0UcfaYC2bds2Y1lnbD+A9vLLLxvLLBaLNnDgQG3s2LHGsq+++koDtH/+8592602aNEnr0qWLduLECU3TrPaOL7/80m4/0rpi+5mktWP69Ont2uVo+6moqNCCgoK0v/71r3br3XvvvVq3bt3aWVIcSUhI0ABt3bp1Tv933333GX/ff//9mslk0vbs2WMsKyoq0sLDw+2OaVVVlRYREaE9/PDDdtvLz89vt1we5xkzZtit+8MPP7Szijgij11oaKiWl5dnLN+6dasGaP/617+MZc6+d/nZba0flZWVWlxcnDZmzJgO96tpmpaZmdluH5qmaXPnztUAbfbs2S7fL5HnxUsvvaSVl5drJSUl2rp167Thw4c7/fzy3MjNzdXKy8u148ePa++8844WFBSkpaSkaE1NTZqmadqSJUu0gIAALTAwUBs7dqz25JNPamvWrHFqQ3KG3I+7n/79+7vdVpcuXbQHH3yw3fIFCxZ0eO7Z8thjj2lPP/209vXXX2tffPGFNm3aNA3QLr30Us1sNhvrXX755drAgQPbvf/kyZN259iWLVs0QIuNjdWSk5O1999/X5szZ442YsQILSAgQFu7dm27bTz77LMaoFVXV7v9vAqFoj1qwK9CobBj+fLlpKWl2Q2ADA4O5uGHH+bOO+9ky5YtHdpeJLYD8RobG6mvr2f06NGAsASdf/75XrXtvvvuM16bTCbGjRtnZwtZvnw5oaGhPPDAA3brPfbYYyxZsoRVq1Zxzz33eLVv2212RGxsLBMnTuTzzz9nxowZgOixmDdvHtdff71HA1zPPvtsLr74YrfrLV++nIsvvphhw4YZy5KSkpg6dSoffvihsWzFihXU1dVx8803U1FRYSwPDQ3l3HPPNQal2uL4WaOjowFYuXIl48ePd/k5Jk6cyFlnnWX8PXLkSEJCQjzKKKenpzNx4kTj75iYGKZNm8abb75JVVVVh5n3kydPGuvbUlNTA+DUbuOKp556iqeeesr4OyoqilmzZtlZZWxxHCQ7bNgwPvnkE0JCQgC46qqr2LRpEy+99BKrV69m8+bNzJw5k8TERD788EN+/etfu2zPPffc4/aaAwgPD3f5/9bWVsxms9EuW+R32tjY6HIbr776qt3fN998M7179+b5559n8eLFxkDexsZGj/Yje45OnjzJ7t27japBV111FWlpafz973/n0ksvtduG/J4rKiqIiopy2V6FQtEeJf4VCoUdeXl59OvXD5PJZLdcVgLKy8tzu43y8nJmzJjBvHnz7Kp1AB7ZP5wRHR3d7kEfExNjV/M7Ly+P1NTUdhaPzrS9I9LT0z1a7/bbb+e6665j27ZtjBw5khUrVlBVVcVtt93mt/1YLBby8/OdetUdq9EcPXoUgAsuuMDpthw95127dm23TFbJeeedd/joo4+46KKLuPrqq7n11lvbCWtb4S/xtDZ7RkZGu2X9+vUDxHfnznajOYx3kOeLK2+6M377298adqfvvvuO2bNndziWAsR4itDQUIKDg0lNTXX6HY4ZM4Zvv/2W5uZm9uzZw4IFC3jrrbe45ppryMzMpG/fvh1uv2/fvi7/7ylBQUF06dKF5ubmdv9ramoC8KqCzmOPPcbzzz9vlFOV23FmQ3Lcj/x99tln25UL7datGxMnTuSbb75ptw35XTjeoxQKhWco8a9QKPzONddcw969e3niiScYOnQo4eHhNDU1cfXVV7cboOspHZW5dCXKOqIj0eBqsKOnouiqq66ie/fuzJkzh5EjRzJnzhzOOussLrroIo/e7+/yhfJ4z50712k5xuDgYI/2/8477/Cb3/yGxYsX89133/HQQw8xc+ZMfvzxRxITE431/Pk9eYr01jsGGAMGDADEOIrO0L9/fyPTLsexPPbYY1x88cUMHTq03fqXXHIJERERHm07JCTEGBjeu3dvHnjgARYsWMCTTz7Z4Xvq6uraja1wRmBgoNvJ8JKSkiguLm63XC5LTk52ux9HoqOjiYyMpLKy0m4/u3btcrsf+TshIaHduvHx8TQ2NtLc3GzXiyC/51/ixH8KxX8DasCvQqGwIy0tjSNHjrRbLgcrpqWlAR0L6JKSEjZv3sxf/vIXnn32WaZMmcKECRM8qh/uK2lpaeTn57ezLji2XWaQHTOTvvQMSIKDg5k6dSpz586lsrKSpUuXMm3aNL9mKQMCAkhNTTWy+rY4VvDp06cPIKrpjB8/vt2Pp0EJwPDhw3n22WfZtGkTa9asIS8vjw8++MC3D2ODs88jz0X53Tmjd+/eBAUFGdV1JIMHD6ZXr14sXLjQrZ3FFX/9618JCQnh2Wef9XobzpADb52JcVteeOEFkpKS3P54Mt/G8OHD2bFjR7vlW7duJSoqyuMeLlsqKiqora2lR48edvupqqpqZ/faunWr8X8Qlqnu3bu3G3gOUFRURGRkZDv7UE5ODj179uy0nUuhUAiU+FcoFHZMnDiRvLw8u0obra2tvP3220RHRzN27FjA6i92FNAy8+uY6X3jjTd+ymYDou1NTU12FW80TeP111+nS5cu/OpXvwKgR48eREZGtqsi8+677/qlHbfddhtlZWXcf//9NDU1eVTlp7NMnDiR9evXs3fvXmNZcXExc+fObbdeeHg4L7zwAm1tbe22YzsOoCOqq6vb9YrIsQbOLCTekpOTw/Lly42/q6qq+Pzzzxk9erRLy09YWJhTURsQEMCMGTMoKSnh/vvvd9qzs2zZMlatWuWyXXFxcdx9990sXryYQ4cOdfJTwdq1a532fMjP6mziMFvuueceVq9e7fbno48+ctuW66+/nvz8fJYuXWosKykpYdGiRVxzzTV25VCzs7PtAio5fseR5557DsC4vkD0/nXp0sXumrJYLLz//vukp6cbgU9AQAA33HADR48eZePGjXZtWrZsGRMmTGi3v507d3ZoY1MoFO5Rth+FQmHHQw89xAcffMAtt9zCww8/TGpqKnPnzmXHjh3Mnj3bsIVER0fTu3dv5syZQ69evYiOjmbYsGGcffbZjBw5khdeeIGGhgYSEhJYsWIF+fn5P3nbr7/+esaOHcvjjz/O0aNHGTx4MMuXL2fZsmU89dRTpKSkAKLX4u677+bNN98kKiqK4cOHs3btWo8GpXrCmDFjyMjIYN68eZxzzjkMHDjQL9u15emnn+arr75i/Pjx/P73vyckJITZs2fTp08f9u3bZ6wXGxvLW2+9xT333MN5553H1KlTiY2NJTc3l6VLl3LFFVfwz3/+0+W+VqxYwR//+EduuOEGMjIyaG5u5tNPPyUkJMRuYLivDBgwgGnTpvHQQw8RGxvLv/71L6qqqnjxxRfdvnfy5Mm8+OKLNDY22lmX7rjjDvbv38+rr77K9u3buemmm4wZfpcvX866detYuHCh2+0/+uijvPPOO8ycOZOPP/64U5/r3nvvxWQyMWXKFPr3709TUxObNm1i3rx5ZGRkuB0P4i/PP8Att9zCW2+9xbRp03jiiSeIiYlh1qxZdOnSpV3Pxrhx44iOjjZ6zvLy8hg7diw333wz/fv3x2KxsHz5cr777jsmT55sN3C5d+/ePPjgg7z22ms0NjYaM/xu27aN+fPn2/WE/eUvf2HhwoVcffXVPProo0RERPDuu+8SEBDA888/b9emgoICsrKyeOaZZ/xyPBSKM5LTV2hIoVCcLtzN8FtUVKTdfvvtWmxsrBYcHKwNGzZMmzNnTrv11q9fr51zzjlacHCwXYnMvLw87eqrr9a6deumRUdHazfffLOWl5fXroymrzP8Optht7q6Wnv44Ye1pKQkLSgoSOvXr5/2+uuv280oqmlilt477rhDi4yM1KKiorRbbrlFKyws7LDUp+Msrh3tX/Lcc89pgPbaa6+5/Gy2JCQkaNddd12H/7Mt9alpmrZr1y5t3LhxWkhIiJaSkqK9+OKL2rvvvuv0mK5evVobP368FhUVpYWFhWl9+/bV7r77bm337t3GOh0d5yNHjmjTp0/X0tPTtdDQUC02NlYbP368XVlIVzP8Ora9o1Kf1113nbZ06VJt8ODBWnBwsDZw4EDtm2++cXPUBPn5+VpAQIA2b948p/9fuXKlNmnSJK1Hjx5aYGCgFh8fr02ePFlbunSpsU5HM/xKbrrpJi0oKMgoGevq3LBlyZIl2h133KH169dPi4iI0IKDg7WMjAztkUce0crLyz36fP6kvLxcu+OOO7SYmBita9eu2mWXXWZ3HkgSEhLsyoeWl5drt9xyi9anTx+ta9euWmhoqDZkyBDt5Zdfdlq2tLW1VXvuuee01NRULSQkRBs6dKg2d+5cp206fPiwNmnSJC0yMlLr2rWrNmHCBGOGZFtef/11LSoqqtMzXysUCismTfsJR2EpFArFGcrMmTN55plnKCgosBsQq3BOYmIi48aNY/78+V5vY9q0aZSVlbF69Wo/tkzxS0HTNAYNGmT08igUCu9Qnn+FQqHwMxaLhQ8//JAJEyYo4f8z8txzz7F+/Xp27tx5upui+An49ttvKSoq4o9//OPpbopC8V+N8vwrFAqFn6itrWXp0qV89913HDlyhFmzZp3uJp1R9OnTh5aWltPdDMVPxJQpU5zOHaBQKDqHEv8KhULhJwoLC7nlllvo3r07M2bM4IorrjjdTVIoFAqFwg7l+VcoFAqFQqFQKM4QlOdfoVAoFAqFQqE4Q1DiX6FQKBQKhUKhOEP4n/f8WywWY4pw20lFFAqFQqFQKBSK/1Y0TaO2tpbk5GQCAjzP5//Pi/+ioiJSU1NPdzMUCoVCoVAoFAq/k5+fb8xg7wn/8+I/MjISEAcmKirqNLdGoVAoFAqFQqHwnZqaGlJTUw2t6yn/8+JfWn2ioqKU+FcoFAqFQqFQ/E/RWVu7GvCrUCgUCoVCoVCcISjxr1AoFAqFQqFQnCEo8a9QKBQKhUKhUJwhKPGvUCgUCoVCoVCcISjxr1AoFAqFQqFQnCEo8a9QKBQKhUKhUJwhKPGvUCgUCoVCoVCcISjxr1AoFArFfzslJbBxI2ia5+/JzYX6+p+sSR5RVgaVlae3Da2t0NBwetug+N/nxInOXW8lJbB5M5jNfm+KEv8KheJ/F4sFios7J4jcUVUFx4937j21tf5tg0LhSHk5HDsmzjVPaGuDTZvgP/+Bpib/tKGlBXbvFtv2lF27YM2a0xuEHDkC333nv+OgUDhiscC2bZCX5/l7yspgxw7IzPR7c5T419E0jTvvvJP7778fzcOH9Pbt25k6dSrHjh3zWzsOHjzIt99+26n3NDc3+23/il8ejY2N1Hr6QAdqa2v55JNPaPBjJqu1tZXKTmTnTp48ySWXXMKHH37otzYAQsiXlnq+flkZrF0Lhw/7rw35+bBzp+fZmJYWWLUKsrL81waFwpHKSqiogJMnPVu/tlb87N8vBLg/KC+HQ4dEOzzBYhHvOXwYtmzxTxtAZFg781ysqIADB8R17S9aWjoXBCn+t6mrE9emp9cGQE0NnDolgoaqKr82R4l/naNHj/Lxxx/z/vvvc+TIEY/e89BDD/H1119z3nnn+a0dU6dOZcqUKXz//fcerb9161bCw8P54x//6Lc2KH45WCwWRo4cyaBBgzwOAF5++WWmT5/OpEmT/NaOe++9l+TkZPbv3+/R+u+//z7r16/n7rvvpsmf2bTMTNi71+PVf9y4kcwdO0SGs6zMP22oqRGC5dQpj1Yvzc7m0N694gZeXe2fNij++2lt9e/2SkuFwCgv92z9ujpobISoKP9eG6Wlntt46uqE3aZ7dxFUt7T43oaWFvjxR2Fp8pTSUggMFPcXf4msLVvg4EHP19c0z3ttFD89xcXinPQXtbXieutMT3RFBfToYQ3U/YgS/zoHDhwwXq9cubJT7zl16hSbNm3yuQ11dXVk6t07n3zyiUfvmTNnDmazmVdeeYVdfsreNDQ0sHXrVo97QED0PrT6+2Gm4MSJE2RmZpKfn8/atWs9es+///1vANauXUtBQYHPbdA0jcWLF9Pc3My8efM8es9Jm+zjN99843MbAJElLCuDggJxE3VDaWkpF91yC0PeeIPc48f9InDKy8uZ8NvfMnfTJo8Fzq9uuIGBL7zAzp07RVb0dLFpE2zf/pP4RxWdpLYWvv0WsrP9s72GBuEPDgoStgJP7t3r1gm7TZcu/rOlVVWJH0+vNSmIunUTwZA/EgUyw1pc7Nn6DQ0iaElIEK/9YT+yWKCwsHP3nMJC0UNYU+P7/hXt6ey4kiNHxPdx4oR/9i/P9epqz84xs1kkmEJDxbXpwTOvMyjxr9NZ8W82mzHbPERfeOEFv7Zh4cKF1HtwgtiKu9/97nedEuwdMWPGDEaPHs3nn3/u0fplZWWkpKQwceJEn/etsMf2nFixYoVH74mNjTVev/HGGz63oaCgwLD8rF692qP32Frh/GX9aa6sZOPu3bRUVHiU3dy/Zw+terf7bxctQvPDQ/3Lzz9nzd69zFi92qPu21OnTrFHz/7NWLvWfwMba2qEePM04G5rE+MU1q0TWVGFf8nKgj17PF+/uloEsWvXCtHnK7t3wx/+AMuXi3PMEwH5zDOwYgX8+9/CIuOrfVTT4OWXYcMG8Zk8CTKXLYNXXxVjFZqb/SNwpMg6ccKz66OyUmTpLRbx4w+7ZH29+CktFdv0hJMnxXE4etT3/SvskffLzlhGKyrEebxxo3966V5/XZzrhYWe9RpnZ8Nf/iKSBBaLEv8/FbYia/369TS6OdB5eXl2Xvvt27f73AZbS0V9fb1H3v9Mm4EgmzdvptjTbIcLZC/G4sWLPVp/1apVVFRUsGbNGvZ2wpKhcI/t97ty5Uq3wZ2maXbC+7PPPvO5DXtsRM22bduo9sC6YmudW7NmDaWduel2wItPPMFFr77KpW+9RbEHA6AOr1tnvF6WlcWG9et9bsM+vXctq6KCksxMt9lS22t65cGDFHR2oHBHlJVBTo7H/tHmsjKOHDsGISFCYHgqSBSeUVIienU8Pa51dUIcS5uMr6xaJQK8XbuE+HUn/ltbrZaGHTvghx98FxeHDgmhsn69EN6eWNxmzxZB0IwZQhT5I/M/Zw588YXn4x/mzoWPPoLf/la8xx/iv7ZWbKeuTvx4QlGR+PyZmae/AtP/GqdOda6qVGur+A7j4qzBpK8sXCjOx337PBP/33wjro3Fi8VrT88jD1HiX8dW/Dc2NrJx40aX62fpg/fS0tIAqKyspM7HL0cKhaCgIAC+++47l+s3NDQYQi80NBQQQYkvaJpmfLaNGzd61JNge6zmzJnj0/4V9tiK/7y8POO76Yji4mK7wLWsrMxtIOsO24DOYrGwzkZUO8NsNpNtY2dwDEi85ZuFCwHYUljIjY895lZoZTkM3tu7apXPbdi3ebPxev22bW59mPttBjG2aRr/XrLEP77mqipha/DQ3/3YY4/R/7nnWJyb678Mq8LKyZPiO/FUXEhxHBjon3Eg8j7R1CQCEXci2tFutH277+fE1q3W14cPe3YsbHs95s3zz3n52mti4O7evZ5dHzJx19gI//qXf3rnSktFBr++3rNemLo6ePZZ0YNTUeG5ZUnhGTU14rh6GmiXlIggNihI3K99PS8rKqyJmoICz4JS22f9li3+LVqBEv8AtLW1cVg/sKNGjQJwO7BRirDzzz+fbt26AcKf7QtynxdeeCEAhW66gw8dOoSmafTo0YPzzz8f8F38l5eXU6UPeCopKbETcR2xYcMG4/UXX3xhZ4dS+IYU/2FhYYDIortCfl+9e/c23uNrb5DM/Hvahry8PFpbWwkJCWHMmDEAPo89qK6uZr/NQ3RrdjZmNxm6w3r3eZT+d6HWL7kjAAAgAElEQVSnVoQOMJvNZNpc4+sOHHCbjdmnB8ahsk379vn8IKmvr2fgtdcy6eOPPfKjtrW18aUeOH34zTf+eZgprMgsYXW1Zz0xzc1w883CIiPf5yu2A0vz891beByfb1VVvmfdd++2vs7Lc5+9rq+3P15FRb5n3aurreI9P98zz71tgY+TJ/0jsv75T3j3XdGr4sn3u3ixWPfbb4XwV5l//3LihMi2FxR49gx4/XX4+GP4xz/E/dLXa8PWGeKp+HcsPOPHqpKgxD8gBFNLSwtdu3Y1hHe+m1HeMlgYMGCAkf33RfxrmmaI/yuvvBKAoqIil++R6w8ePNhog6/i/7DDjc9W2DujrKzMeE+3bt0oKipiiz9Ltp3BmM1mDukDRH/1q18BkOumgoUU/3379iU5ORlwH0S6Q4r/G2+8EbDvJXPGUV109+3bl7POOssvbdi8fj0WIA1x02o1myl1c70d1rM8l+t/F5w65dNN/NixYzTalO5bl5XlVkTv04M3ORqmoKbGZ4Gzfc0aDhUUsPToUbL37XMrFH744QeqdM/qqpwc6k6dUhMa+ZOiIliwQIg8T87z7GwhUJub4bPPhCjxxYZlNttXtjlxwv15Lq/hpCTx+9Qp3wNC2/tCfr57Abtrl7DN6T3dNDf7boGyDYLy8twLb7NZ2Odsycnx3Ra3bZv4nZXlWfUguT7A99+rqj/+RNPgN78RvTqlpZ5ZbuTYtrw84fn3Z2BcUiKCUneuCin29aQbxcX+6TXWUeIfq5gZOHCgIVbcZSpl5n/AgAHGe3wR3qWlpVRUVBAQEMD48eMB9+JfZoX9Kf4dbSXu7E/y/0OGDDGyvJ6WSlW45tixYzQ3NxMWFsbYsWMB9+eEM/Hv7j2uqKmpMSw7snSou2tDfv/9+vWjZ8+eHr3HHesWLABgPJCsL8t3EQjV19dzQhczlycmijbI0oZeIu1PGYAJyKqqotzF57JYLOzXxeDEKNH/UOAHy81+m7E4yzdscJttXvbVV8brJmD5qlVK/PuTJ5+EpUvFwNn8fPeDA21F8tGjokvfl3MiO9s+019Q4F54yyTPsGHid12d7z0Qtomj/Hz39hlpJ+zTR1T7Ad+rH9n2aJw4IdrgSsgXFFjF4MCB4ndxsW/fR3OzdSKnvDzPLDy2FsW9e+3PEYVvHD8uAvSaGhEcepJ1t7VqrV3ru/h3/D4dr1lHGhqsgbA8L8vL/dpjq8Q/VrFy9tlnk5KSAngn/n3J/Mvt9enThz59+gCiUoiriZp+SvE/YMAAQAzwdIXM8o8bN85vbVAI5Pc7aNAg47zsjPiXwtsX8S+z+ImJiQwfPhwQ14arsSC24l+229fM/3o9yLwYSNWXuRL/R/U2xALDUsU7Cn0U3vv0a+FiRA8EtA+WbcnNzaWurY0Q4JLevUUbzGY0H4V3po1QWLZvn9ss4TI9WMjQ/16we7cS//5E9o5WVFirvLjiwAHMgHEFnTjh20NdlnjWA0yKitwLb5lVjIqC4GDx2pfB6HV11l4P6ZN2J2Dl/2NirG339dlhm/lvaxMiy9WxlcUMYmOhVy/xurTUt+tj/35rAFhZ6b7qkKbZt1vTRLvUoHz/YHseZme7H4PR0iKCQkldXecm5nKGLPEse7mys10HFDKI7dpV1PkH0QYl/v2LFEcpKSmk6kLBlfivrq6mTPcS9uvXzy+iV/qyU1JSiIqKIjw83G65M6QlZODAgX63/cgsb25urkuhJ61HI0aMMNrgzpqi8Az5Xfbp08fjLL7M0vvL9iPPv549exrBRGNjo8vZfp2Jf18y/5qmsUc/FhcEB3OWvtxVsJ2ll7PsD6RccIFoQ1ubT8J7v77NoQEB9NWXZbuo2y+vjYFA6ujRmIAWoMLHUn77ba7xdSUl1Lt4MJWUlJBZUEAA8Pfu3QHY09CgbAX+xKa0LseOuc0Sthw8yHBgKNAKvleYkQI2IwPCw4VodDefhLxH9+wJ0dHitaP9pTPIAceRkaAnw8jKcj3DrQyc4+PFD4gsuS9lFR2vrcOHXQsm2fsQH2+1Yfj6fezbZ/93Vpbr7eXkiCDBZAJ9zKHPvQ8KK7Y9UseOuRf/ejU0c3CwqLEPvl0bmmY9L885R/zOy3N9n5DnZY8e0L+/eH3ypH+qYeko8Y9V4CQnJxtipbi4mLYOblxSYMXHxxMZGemXzL9sQ2JiIiaTya1wa2hoMPbXv39/O/HvS61/mckcP348JpOJxsZGyl1UTJCWqUGDBtFLz5yozL9/kOdEUlKSnfjv6PvVNM3I/HcmYPC0DaGhofTQsxCuxLwz248vAUhlZSUtehYsZcQIa+bfRRsO60J9QHAwyfpg+GbgpA8zNubqD4C+iYn0DRC3zmwXJUcP6T7PgUDwoEEkmEwAFPgwGZ+maWTq9oyuQIumsd7FBINb9Qosg4ARui3vhMWCpqqJ+I+SEuvrzEy3om3Vnj1kApnALhCecF+EnhT6tiK6pKRj4V1ba81kpqaC/swjP9/7ib6k4E1IEAEFCF+zq88lLT5JScL6A75bG2SPhv48dDv+QWbcbUVWZaV/xf/Ro64/k7x+ExMhIkK8LilRg379hW0ysrDQPqvvjAMH+AoIbGlhrvTb+zLTb36+6D0ICIARI8QyOebHRRsAcT2dfbZ47Y9xOTYo8Y9VHCUnJxMfH09gYCAWi6XDrLutwAL8MuDXVmTJtti2zRFpx4iJiSEuLs4IQOrq6oxqPZ2lpaWFHF3gDBkyxGhLR2L+1KlTRvv82fugEJTooiIpKcn4LhoaGqjpIHNRUVFBTU0NJpOJ3r17+8X2Y3ttAG4z+U1NTcb3n5GRYWf7sXjZjS2vje5AyLnnWjP/Ls6zw3rWvX9kJMEDBqBLIgp8mIeiQBdMKfHxZOgP6WwXHu9DMgAJDIQ+fegZEiK248MsvyeOHqVW0wgCrtSXZbmoTLZNF/8jEYGTCeH7L8/MVLYCf9DcbO8hPnzYbXbuK5vnxHoQQsCXh7r0BsfEWC0C5eUdt0MGrF27ijrm0u5SVub9RF/yWuzWzSr+XWUqm5qEPQnE/vv1s7bb22NhsVjboVsU3QZWMiuckACDB1vb7YvwlgGFPK45Oa6DCWmtTU0F3W5Lebmy5vkLR122bZvre9++fbyvv/xYXg9FRd5XipPPyqgo67XhrviEs/PSz4UalPjHKnCSkpIICAhwO0jR1loB2A0S7qi3wB2dFf+21YZMJhNhYWHE61kfb8V3cXExFouF4OBgEhMT3Yr5g/pNLiUlhW7duhnr+3IcFFZsz4muXbsSrXfPd3ROyKA0JSWF0NBQv9p+5HnpzhZ37NgxNE0jKiqK+Ph4kpKSMJlMtLa2UuGlb7JYz7okAWRkkKr7Jl1l/rP0G/6A+HiIiiJFf0+hrbe2EzQ1NXFSfxD0TEujr271OOpCrMhetLOjo6FHD1LkoN8TJ7x+kOzXZ3keYDLRv2tXAI4fPtxhFYit+sRmI00mQoKDSdR7LPLcZSMVnpGTA5pGObqHv6DApaWqobSUb22+q3UgbAieVCDpCHldde9urd5z8mTHQl4GwAkJ4j3SpuOLp1j2fkRGiu2C66Bm714hwEJD7bObJ0963wY5SVhAgHWQpKtsaVubNVhITga9h5C6Ot/q7Es7kxxM7c5GJCvBJCdbxb8cP6LwHfmcsLXwuBDeNfv3I/tSNzU30wbi+/DWciOdE127WgPCujrX36/sFUtNFXY+k0mcrz4WzrDltIr/DRs2MGnSJJKTkzGZTHzzzTd2/9c0jWeffZakpCTCwsIYP368kfH2F5qm2dl+wDOBA9bMf1JSEkFBQZjNZq9rqsssb6JemcRT8d9fdlWCz5l3KRLl9+HOxmNbJQnsj4OvAzwV9lYwcH9O2A72Bewy/95awRzFv8zkd1QK19byYzKZCAoKIkEXA976/ov1az4JIDmZVN27nt9BMGGxWDis9371790bIiJI0YVygZfeTXnMw4CYpCQy9GObXVOD5uQmrmkah/T3nJ2cDJGRpMTFAVDog6c4U1bXCg+njx4MHistdSpwLBYL23VhMSohAbp1I01/AJ44cUJlFv1BdjZfAfHAOyaTffbZCcs//JB6IFz/eyPQ5uY9bpHjb+LirPaZykr3mf/4ePvMvy/CW9bTj462tsHV3AFynEJiohgzITP/vligpOUnOtoa0FRXd+zxLiy0luFMSxM/UiAeOeKdBaq52WoRkb0PDQ0dzzegaVaLR2oqjBwpXtfU+GeyMQUUFrIT2CwDYzdB7ve7dyNTl3Vms7Dm+UP8R0TAoEEiOLVYrD1fjpjN1t6KtDQRoOvPPJ+rYdlwWsV/fX09w4YN45133nH6/5dffpm33nqL9957j61btxIeHs6VV15Jkx8HPVRWVtKiZ2KkyHJnbXC0/QQEBBjv8SXrDp5n/mVW8acQ/1I0uhvAa+v3B3Ec/FH2VCFwPCfkb3d2NCn+PbEKucO2VwzcXxu24l/iq++/WK9CktSlCyQlcZa+vZK6Opqd3MQLCwtpsFgIBHoPGgQREfSMiRHtLinxqlay/Lw9AVNcHOlDhmACas1mp+U+i4qKqG1tpQvQt08fiIykp0wq+NB9m6Mf34xu3eij3yOOVVc73d7hw4epaWykKzAoIwMiI0nTA5C8sjIl/v3BsWN8or+c16WLeOGi4MH3+izT90RGEhMVRR2wG4wehE5jNltLdCYkWDPHVVUdZ/5lZjohQQgSKf59Ed5S4HTvbhW9HZyXgDUASUiwD0Dq6jyri+8MKbDDw4V/v0sXIbI6Cvjl2JvoaNGGyEhrz0l+vndiT7YhIEAEINLD39HEYceOQXU1FpOJt4uKWJ2fb63r7ucZXc9IWlpoKC/nUuDyvDzKwXWQq2mscHhOrQPXwbQ75LURFSUCXSnkO7pPZGcLK6luFyUwUPQKgW/jchw4reL/17/+NS+88ALXXHNNu/9pmsYbb7zBn//8ZyZPnszQoUP59NNPKSoqatdD4AtS3MTGxhKie3LdZTcdbT/gu+/fUei582v/lJl/R/HvzvYjxb8/2qAQNDc3GxV1PA0IHXukbK1CXgtvh14xd+Jf9szZin9fK/4Ytp/gYIiJIa5XL2PG3EInN1A52LcPEKRXQEnRex8KvRTehXobegIkJBA6bJgx9uCok3Kfh3Rx0wcIlr0PGaLYZkFDg9dd+gW6vzw1KoreevnQ3KYmzE6sJnKw77lAYM+ekJBgvT7VRF9+oenIEeHbB7abzSJj6OIBvVE/Ly5JTGScnuX9EYRv3xu//cmT1n316SMsAuDaUyx7z+UAU5mp92VAoeyFi4uz2l1aWzuetMt2QKMURTLr7m120zbD2r27dfBzR+Jf9j4kJFDTtSuaySSy7+D9gFvbACQ21n0b/vMfAObGxPDwggVcf9ddtMgB2H52OZyR5OWxBagFmi0WdoLrILe4mO90y/IVuq5Z7+497rDtFYuMFNcddDyI2Lb8rAxG5VgBb+8TTvjFev5zcnIoKSkxJrwCMYPsqFGj+OGHHzp8X3NzMzU1NXY/rnAUN+Da9tPY2GgslyIL8Cnj3dTUZAzSdRR6zkSbpmm/CPHvmPn3RxsUglL9oRkUFER3PVPQWdsPuA8iXWGxWOwGHYP12vDE9uPYBq/Fv+x96NoVIiMxpacbFX9OOJny/LBujRkQFCRungEBpOiZRW8n+irUj21PEFnKjAxruU8nk9od2rwZgLMB+vYV4l8XRQUtLV4L7wL9fpYSF0dK//4EAa2a5tTOtG7tWgAuAHEckpM5SxeHefX1Svz7gS27dyPPpkZNYz+IB7ST3qWTJ09yQA/exvbvT4Z+jeSB+8o4HSEFb1iYGOwrq9xUVzsX/7b1+FNThVDWg0ifZtiVg55TUoTAkZN2Obk+MZvtBzRGRgpPsxQ63s43IEVWVJTwV0vBVFjofFC+XpVncZcudJ86lWeeecZqFyorE8fK2zaEh4vPI7fXUWGAH3+kDZihX4s1NTWsj4y0tttPQu+MJTtbZO51doG4NjoI7Ko2bkQql6fvuAPQg/OOridPsB2QHxFhzeIXFTlPEsgxOYmJ1utInkd+nOjrFyv+peiQfmFJQkKC8T9nvPjii3Tr1s34kWKlIxyrmYA1U+ksiy+r4URGRhKnd6EDPpX7lJ8nJCTEyNTain9Hv3ZxcTF1dXV06dLFLgDxl/iXn9+V7aewsJCioiICAgIYLEejgyr36SccS7+Cd+Lfl3Kf5eXlmM1mTCaTcR3aZvGdjSNwJv59LYVbrAucpMhI8VBNSzMm2cp1Ii6yduwARKUfWf0kRbdDFDQ2eiV6C3RBktKli7h59+plTJp1xMlkRof0ye/ODg0VN+6AAFL0Gs8FmobWkQfYDfn6jT8lOZku555Lur78mEO2VNM01qxcCcB42eaYGNL0NpxoafFtkKkCgO8czr8foEN/8GY9IBwA9OjXj9R08e3lg/cPdSn+w8NFACCfY2az88zijh3ifyEhQlyEhwuhLCfZ8ibrbms9ksGHzG7m5ravrFJYaB0g3KuX1Roj2+7tgHi5zW7dxOeSGfSysvZir6UFsrNpBH6Xm4vZbOaTTz5Bk+2vrPQt8x8VJcSefD47G5ejabBjB18BR2zOl8VS8JeUqADdV3Jy+I/Nn7tAnFsdJKIOrFkDwFlBQZw7ejQAlUBtQ4P390vbzH9QkDUorahwHtzJohTx8dZrwx+D8h34xYp/b3n66aeprq42fjrKUEocPc0gShSCEDKOAsfW8iNFGfhm+7Ed7Cu3mZqaSmBgoF1Pg2S3PogvIyPDsCrZtsHfmf+amhpOOZz40lIwZMgQIuQJivtxAgrPcLSBgWshX1VVxUk9+2YbEPpS8Ue2QZa/Beu50dDQ0G6ir1OnThk9FvIaAt/Py2Jpf5Kzkaano+cqOe4s868L9QEyqwj0HDIEEBN9eZX516/rniEhQlj07InuruZQdnY7obBNL7851MZ+kKr3kNUDlV7U+q+vr6dKF0UpaWkwerRxHI45BCCHDx+msLycEGBsWpoQRDExpOkPtDxNa18CT9FpVuvnZj+9d+5H6NBTvHHdOgAuBOjXj7P0jHs+eF/u09bqEhwsRL0+voUDB9oLbz0wJilJXBvSaiPtKd7ct22tR1L023qUHT3827dbK/3IdoDVcuPteBSZYe3WTQQ0UjCVlrYXblVVUFjI60Cevq+ioiIy5fGorHQ/GZQzbAOQbt3s5y9w/EyVlZCdzef6n2P0wHxJUZGoHKXG5fhMXUEB22z+3qVXO3PaIwVk6tpqcFQUkYmJxOjX0gnwvkfKdjwMWIPSjsYeHD5MLvBFczPN+nPX6J3ztSywDb9Y8S8H35Y6dEOWlpYa/3NGSEgIUVFRdj+ucJb5z8jIwGQyUVVV1W6Cqy16Rs/W6gK+2X6cCb3g4GDD0rPfoY63FN6j5GyAOlJkVVRUUO9F1sJR/IeHhxu9GzkOtgJpvRqtiwnHNqjMv2842m3A+r04O7YyKE1ISLALxnyx/Tg7L8PCwoxrJdshS7hz505AnAO2152vAWGx7mdPiosT4iY93ch45zjJeGfqQVD/1FQh1IGe554LCO9njReBUKGc6bhrV9GGkBAG6qLlYEGBXWWO6spKduvZnovS042samhoKIn6oNDcffs6PXCrUE8CRALdBg6EhAT66A+H45mZdkJhjZ7BGgeE9e4tsk4REaTpPTKVQN3hw65nYFW4RLNYOKQfv4cvugjQxX8HVW426IN9LwwMhP79jV7pE/I9voj/yEhxXoJVgBcWWjPyEhl02k4IBvZWhM6eE7bWI72qlrG98nL7SdBqakC35RmVfvQyvEavga+9IN27i+te71nh5Mn2AYgelMjB2vJ+tVIWU6is9K7ajvys0dHiWMgkSHm5tX2SZctobGgwbClvvvQSYWFh5FVVkSnf83OL/+ZmEQD+j9wXtuzfTxvQQz/HciwWqqDD6lqZus4ZlJgIthO4uniPW/TnUV1srHhOy8HtlZXtg9LGRr49fpxhwLQNG5h4661UV1cL6yi4nx+gE/xixX96ejqJiYl8//33xrKamhq2bt3KGH2mSn/gzPMfGhpKun7jOOQwIc/y5csB+NWvfmW33JcZdh1LOkqGDh0KwD6HGQO36ZOCjJRlwXSio6ONm1hneyA0TWsn/sEa5MjeBsmP+qBKx+/CtgfE20mdFM7PCRkMFhQUUOfgR83UBxLa2m3At8y/s14xsGb1HcvuugtKCwsLae1gQqyOqK2tpV5/ECUlJAihkJJizfxnZ9uJ6JwjRyhuayMIOOecc4xu04i0NKL1dQpl9rMTFOhivqeNyBoog6BTp2ixsfFs/vZbLIjBvj379bNmNoE0PRjJy83t9E28QD/eKWBkgmS5z+yCAjuRtWbxYgAuByFAevYEk4moqCii9QAk7+hRlVn0gdLcXBoBE3DDhAkAHAUqTp5sV+u/rKyM7fqz5DK9vr4U/8VAW1WVb9nuyEiR+Qer+C8psRe9JSX2ZT5lDwHYW2Q6K7zluR8RYQ1AZBa/utraw9TQAGvXisw/iHNSTkoG9mLdm2NhK/6DgqzZ0upq+7KKmgarV3MSkKN1Hn3kEQBWykRbfb13gZB+DS5vaOCCCRM4KnsSqqrEAF55r6qqgq++Yh1i0r2UmBjOu/BC4965F7y3HnlLcTEsWACLF1vnHvgvZ7/u/Lg0NpZ0/ZzcAyIwdjy2ZjOZuhgfrI/TMnQdCKuQN5pGDyKnff01/fr1Y5ccD1RV1S4oLVi3jhtaWpB9TmvXrePee++1Bgy1td71SDnhtIr/uro69uzZwx59dHNOTg579uzhxIkTmEwmHnnkEV544QUWL17M/v37uf3220lOTmbKlCl+a0NHAmeA7hHOsqnkkZ+fz759+wgICGgn/uWNvK6urp1Fxh3OMqxgFf+2mX9N0wzx7yiywPvMe2VlpVFC1TYQOl+f+GS7vGEjZgLeoQsox8x/SkoKAQEBNDc3U+alr1nh/Jzo3r27MZFblkOFmY16Ns0xGPN35h/ci3/HcyIxMZHg4GAsFkungxDZhgggokcPMTAwKop0XWTkFBfb3UA3fiJyeecFBBCm38ABMJnoqWd/OjvDrsVioVjPoKZERxsiK7lXLyIBs6ZxVGZU6+tZ/7noyL8YROUTm16QXvrkYLle+Hnz9XanmEwiswgM0a/VbaWlRpWZqp07WaVXEbkyNFQ8OPT9AqTrxyTndNT6P3bM6mn9LydHf26lAAkZGQzQs3Nb6+vb2QpWrFiBpmmcA/RMSYGICOLj48V1ARQ1NnZcC94VUvxHRVmFtxTyp05ZB+LW18P69dYKMr172wWlbq0IrrC1Hsk2SLFSXW2tp799u9i/fDb17Wucx4D9/ADenJf6Z30vO5vbbruNJhmAnDplPwj7xAlYtcqwg/Tr2ZNbpk0DYOOPP9IoS23m5lqrGHlKWRka8IcDB/jhxx95b/VqsVwfY2B4trduhV27WKG/7dcjRmAKCzPGax2T73FjW/YbmiaqzBQVie9x2zbf5p74hZCjnxO9o6MZoeupHSCCNIeeGG3vXjJ1cT94+HDo2tU+819W1vmse0MDNDZSCizZuROLxcJ/5HGtqbEOvtf5YtYsWoHRwcGsmTkTgCVLltAkbX3QoWWps5xW8b9jxw7OOecckaEDHnvsMc455xyeffZZAP74xz/y8MMPc++993L++edTV1fHypUrCZXRtB+Qs47G23aB4lz8y6z/6NGjibV5mIIoq9hDz2J0NuvuOMGXZIjuU7bN/GdnZ1NVVUVISIjxf1u8Ff9SlMXFxdmNI3Am/vfu3UtTUxMxMTF23m4Q1Wmk4Py5ff/Hjh1r11Pzc9Pa2mpUbvIFZ7YfgLP1mTAdP+emTWJOwgsvvNBuuS8DfmXw5jjoXvYuHLGpcqNpmtEb5BiUBgQEGMFxZ89L4ziA1aZgMtFbv1aK6+potLneNi5bBsBF3bsLYSFvmECKLnoL8/KcV97ogLKyMtosFkxAYmyssU1TRgb6PKIc3LZNPDBXrmSdHghcLK0V0goBpOkiK7eqqtNZvQLd4pQaFGS0YcygQQQCJxoayNu+Hb7/njkvvkhTWxtDgXOGDRP7l35TIF238h3/uW0FhYXw/ffw448uZ8H9byFHD2LSu3SBqChGjx0L6Nafw4ftqsUsW7oUgKtAZMUjI+3mhzkB3j3UbQcTyvu2vCfLgPDgQZHN3bJFiJewMJFltxX/0nLji/i37X3QhRb5+eL/S5eKKiZhYeI8CAgQE3vZ2nKltaG6uvOVdsxmqKqiFPj9okXMmTOHZVlZoka6tLIcPw7794txD4cOie8JGD1sGBkZGXTr1o3W1lZyZG9EaWl7q44Hx2IrkKUnADds2WINvHNzRc/LmjWixGdpqVX8X3IJgFG+97jUOE7KCP8klJaK4yN7Y1pbxbHyU03500WOniXvHRfH+eedByCCvvLydsF22apVnET05J09dCjYzFvktfjXz59FJpPhCNkrn1dtbSIglIN+6+uZs2EDAHenpXHZZZeRlJREY2MjmzZvtvboeTlRpSOnVfxfcsklaJrW7ufjjz8GwGQy8dxzz1FSUkJTUxNr1qxpZ2vwFVkK1HFsgCvxP3HiRKfb8tb3L3sKuts8oMGa+c/KyjImIpPZ1REjRhBsI2wkvop/W8sPWMX/vn37aNZP0jlz5gBCaAYEtD+Ffm7ff0tLCw888AD9+vVjyJAhrJbZltPA/fffT3x8fDubVGeRY00cg1Jn4r+0tJQjR45gMpkYqwsQiRT/xcXFnbZhyWujmyw3puMs85+Xl0dZWRmBgYFGMG+Lt+eEHPOTCNbsJNB92DCkdMndtElk87Ky2KiXELywVy97SwGQoj+ECzppbZDBXDQQGBNjFVkXXyxKeQKHyspgwwZOHjnCTn39iwcNEm2wKQzQS5Z39GIyo0ahLH8AACAASURBVAL9oZESGmq0IbxfP0bo/9+4axfa/v38S79H/AYwDR4sMnk2GdbeelY2x5fa1Z2loEAInoYGITCdlEf9byNHP9fSg4IgNJTReq/bDyA+ry4uWltbWaX7/f8f2Alvo3SufE9nq9xIcSoriYB1ltgTJ4S4WLFCWA9kwNWvnzgnbMYGGZYbb+Z/cNb7cP75wnff1CQm26qvF3/LAEf2Rjn2PgQEiGPQWdGrDzp+D2jRrTobt24F/X7JoUMi8Fy1SmS4y8oM8T/q3HPtZrTPlfe7mprOZ7/Ly/nI5s9du3ZRKyc9y8sTYy6OHYO9ezkKZANBXbpwuV7SXBZrOCYHeh4/7n8Brmkiw3/ihDgvWlrE8WlqEst27BAlWPPzO9/z8QvjuH5/S09KYtQFFwCwFUSAmZdnPbatrexZsACAvqGhhOk6yE78+xAYz7fRSfsOHLD2jB06ZIwR2rdgAfvr6wkGrh81ClNkpOEwWblypf0gem+qYTnwi/X8/1x4Kv4tFgsb9KjsiiuucLotb0sadiSyUlJS6NatG21tbUY7lixZAji3/ID3Iktmhh3Ff69evYiNjaW1tZW9e/dSWVnJBx98AMBDDz3k1zZ4y6xZs3jvvfewWCyYzWZuvPHGdoNRfw5OnjzJp59+Sltbm88T0XV0XjoT/zLrP3jwYKM6gURWkGpra2s3eN3TNrgS/zKbIYPS4cOHEya7zW3w9pyo1v2S3cBaBxwwXX651fe/Zw8sWkTpV19xpLkZEzB22DBrjWSdnvrNs6CqqlNl22p10RQJ9iLr0ksZqAv7g0VF0L8/nx89ihkYDqQNHiwmPbIhTe+ty21pEQKnE57ifFmKNzzcKrKGD0f29WyoqOCb8nL2FxQQCkwLDxfZ1MREa5uB3gNFf8Xxhob2A0L9RUuLqKO+fDl88QUsWSKERnq68Jo7DFD+byRH79lMDwuD0FDDcrcNMJeVCYFlsfDhBx9QU1tLPHB+UJCwgumZXfnMyAchojubWZTirHt3a5B5/vlCcNfWCoHfr5+ofHPgAJ8ByYcPs/DAAetMsmA/oNBFKW2n2FbZkedlYCDo5xkHD4qMcny81Uvev7/okbINQAIDrQH7wYOdOzfLy2kGZtss2rBhgzgWIAKxuDix3+JiLMBWXZCN1kWhIf7lcamv79xkX5pGW0UFc/U/pdXxBxlYZWaK7yIoCFavNrL+49LTidLvbUbmX94Xiov9G6DX14sgaMECmDcPvv5avN65U+zrT3+C554TgWh9/emx/jQ1iV6qDmay9xRN08jVe3jTU1I4b8wYAgICyAeKysrE9mX2/+BB5un26ovk/Bdg7/n3ptJOeTmVwDobsX7w4EFa5UR4x47Bpk3wxRd89u67AEwCogcOhIgIrrzySkAX/zL5VVLilzLNZ7T4b21tNXzuHYn/vLw8GhoayMzM5NSpU0RERDjNbIL35T47Enomk8nI/n/xxRccPnyYefPmAXDnnXe6bENnRZbMbjramUwmk5H937JlCy+99BINDQ0MGzaMCfogN0d+zlr/bW1tzJo1C4B//vOfjBkzhlOnTvHGG2/85Pt2ZN68ebTpN20pyL3FEJy2mTGs56Wt+Jd+f0fLD0BgYKBh2+ms9adaf/g6npd9+vTBZDJRU1NjBBQLFy4EaNfzIPH2vKzVhUUk2FcnueIKQ/zntLZCSgrv6ta04UB0nz72wgJI0R+sBXV19gMA3bXBVvzHxFhFVvfunK0/tHcePYrFYuHfetB3d0SEsFI49Ob10q+lPItFPFg78YAr0I91qq3IGj+ei3Rhv2LbNu5+6y0Afg/E3HyzEFQOc5301jPDx2W3sx+ySHbU1Igs/3ffwbFjaHV13PDRR0Q9+SQ3PPQQucXFIiN2usoBHz0qBJCPBQly9HMoXS+ZOWjQIMIDA6kFDmZlwfbtlM+dy9NPPgnAM0BARoZdD5ZdxR9vbFi6p7mlRw+ef/55cd+JjrbaeGR5wuZmSjMz+S1Q3NTEtHffZZuNlZP0dHFeWyzC7tGZgflSQNmelwC6zUJOpsWxY9ZKP/37i+yyY8+xTD4VFHTqGqWsjC1AKRCt36/27t1LtRRZhw+LYKOuDubPZx9QbbEQFhTEEL2dsshHrsy6yySBp777mhry2tqoBkKDg5k6dSoAG0wm8TlPnIDPPoNnnwWLhRV6cuLXQ4caPXMy81/c1EQDiPuDN1WHOiIrS/Q+xMVZe4Cqq8X3PmuW9ZqYM0d8n51MUPhMU5MYFL5unTgPfaCkuJgmhMg9q18/IiIjjTmJtra1iaz7kiWwaBGNn3/OPN1dcdsllxjPDhmcF6IPyu+s+K+oYC9gBnrrVfBaW1vJktdnYSGUlWEGvtAH49+anCzOh/Bwxo8fT0BAAAcOHKBAJva8saM54YwW/7U2vlNHkRUXF0ePHj3QNI21a9caWf8xY8YYNc8dkVF7Z33nHYksgAcffBCAmTNnMmXKFDRNY9KkSUZQ4IisCLN3717DKuQJHQUgAOPGjQPEmIxXXnkFgKeeespungNbfq7Mf2VlJbNnzyYvL4/Y2FgefPBBnnrqKQCWLVvW6apLnvDee+8xe/Zsp9v+4osvjNc//vhjpyvb2NKR+JeZ/+zsbFpaWmhra2P+/PkAXHbZZU635W3Fn44y/6GhoYZoOXr0KGVlZSxatAiA6dOnO92WtwGhFP9RgYHtMpXpeuWcrP37yTt1ipf1Sa3+dNZZwk7gcC6n6JnIwpYWIUQ8fKjZiX/bcTkmE2NGjSICyK6u5u6nn2ZfVRUhwC1TpohAwcF6lKZft9XAqaKiTtWOloOOk23GHRARwTg5c3B1NVX19ZwHPJeUBJdcIo6Zg3UsXQ9AjgNadrZfHiSA6ELftAnmzhX+7rQ06NWL2bt3M3/7dmqbmphfWMiNL7yAJTBQPHz9HXhISkpEAOLoHT9yRHius7J8/tw5eta9ly56u3TpwgW6uHjk4EFKw8K47s9/pqq2luEhITwIQnDZ9M7Z2X4qKjo3FkLTDOvY/+3fz7PPPstvfvMbq59efl7AsnYtjzY0UAMEmEw0tbRw0003We9RgYHWQDUvr3N2D1vrkV5JCgA9o25Ybl5/XYjLCy8UAZDDeQlYA9Xa2s6NgSgvR5oQx557Ln369MFisbAlOFgcj9JSEYy++ipUV/Olfl+9ctgwgvTvQ96jcuQxKS4WAcPu3Z71yJSVGW3om5bGxRdfDMB/9uyx9qzMmweVlTQmJrJOD/R+fcEFxr0qJibGmOgzB0S7vajU5pTmZvFd6GV/ASHwo6PhtddEb92QIeJc2LdPBD2nTvk3+JC0tYneHcfkR3a2WJ6YKLztPuw7RxfTKUCQHnBLx8RWENdOYCCUlLBk3TpqgLOCg7lwyBDj+CQmJhIUFIQZKG5r63xvRHm5UVFqQL9+1gqO8vjn5EBSEusKCiiqrycG+PX554v9R0YSGxtrVHVcJe8N3vTOOUGJf4SYCbLpFgeR8b799tsBeOWVV1xmVyXn6rXEd+zY0Snh6Up433TTTTz++OOA1YL0zDPPdLitIUOGEB8fT11dnTEngSfIAMRR6AH8/ve/55prrkHTNAICAnj55ZeNrIYzfsqJvr788kuuuOIKkpOTiY2N5Xe/+x0A9913H2FhYVx++eWEhISQm5vbriKOrxw6dIgHHniABx98kLffftvuf/n5+WzcuBGTyURERAQNDQ1e+/41TetQ/KekpBAREYHZbCYrK4ulS5dSWFhIjx49uOqqq5xuz9uKP66CUmn92bdvHx999BGtra2MGjWK4dLf6oC3AWGNLiwi5QRGksBAhuhZsnd272bQfffRZLFwEXDdtGnioeaQde+p33gLzGanA746ola/PiPBznoEEHv55fxdf/2xHvTf2LUr3UeMEB5NBwtUeEQEcXq2M6+yUogzD7twT+ljbmK6d7c7Ft0nTOBV4NfAvcCiLl0IfvxxIXzj4uwq/QCk9eqFCWgAynNyxIOksNB3e0F+vsgqBgZyvFs3sioqyC4q4omPhAv6cUTVpu0tLXy9aJHI7vrYte+U2lpR2WbzZpFFlPaR4mKxPCBAfNYOZvn0hLa2NvL1azTdJhh7+e23iQDWtrWR+MADbDx+nKiwMD5sayMQhAfd5po2xomBENydqfhTXQ1tbZiBN/QxBVlZWWLyPZkc2rOH5pwcbv74Y75EDGZcde+9xMfFkZOTY5ewMM7tTlwbyHZDO4sbgweLz9rUBG++KTLfERFw112il8HBogjYlzTMy/M8OC4vRxo9+/bubTyn1x84YO1peftt2LkTC/C5nri67dprjYDFsP00NYn25eaK34WF1ipJrigrM4Rev/R0o2f8hx07KJBugbg4uPNOPp40iabWVlKjoxl04YV244IM3z8IgXr8uH+C5Px8EUz06CFE5+zZItv/yCNieXw85iefRJO25lWrxHfnb99/c7MIxJYtE7+lkG1pEdn+iAhxnGpqfBrcmqNPfJgORnAlK9FtBLGv2FiIjuZf+rP61gEDCAgPN8S/7aD8POj8oHybgDAjI8MQ/3urq0Vg2dICOTl8ql+HNwYHEzJ6tAiC9fPS8P3LHihZPteH5CKc4eJfim5HgSV59NFHCQoKYsOGDXz99dcAXKRP5uKM4cOHExAQQElJSaeEVkcZVsnMmTNZtGgRb7zxBitXruzQ7w/iZJVjEuQgs860wZnQi4iIYMGCBXz//fds27aNJ554osOsP/g254ErZs+ezS233MLq1auNEpBpaWlcf/31PPbYY4CYmOwSvXLCMr3yi7/48ssvjdePPPKIMdEZWMdiXHDBBVx66aWA99afpqYmzPrN3vHcNJlMRk/Mq6++yru6T/Cuu+6yq9Jki7cVfzzpDXrmmWf4xz/+AYgArCPkAy0nJ8cYOO4JtXrmJzIkxK5yD8Ctf/4z9+q9cPVmMwOA/xs1ClN8vHjgO/TQpegP4AqgqbBQCG8PHqq1urUiEqyDriSXX85D/5+9M4+Pqjzb/3dmMpPMJJmEhCSCLEEBEUTKoqKyuKKWKi7Iq1Z83duf1dZWbau21q1ardrXV61Ura221VerlVpXrBaVHURAZd+3QFYyyWSSzPb743meM2cmZ7ZkziEt3p8PHwVC5sk5z3I9133d133OOUyWz+j6qiqevOMO8X0T5DYqquXXblm3TgD/DA6U9vZ2OmVKvqSiIk7Dz5ln8qO8PN4BfmezMeCGG4TjS0uLsHRMkFbk5+czQM6Vrfv3i06wc+cKSUZ3QUYoRPSzz2hsaeGNTZsYedNNHHPjjZxz9920dXRwKvCQ18tPJDN+x6efEm1pMcfKcOVKARxHjBDv+PXXBfP80UdCx9y/vwClGb5/o9izZw+haBQn0L+iQpub3zj5ZF4/4gjUdWtg377MHzqUseGw+NwEKZjWTR6IqEM90z1Tro1/OBxs0bHDy5Yti2ndd+3ihz/4Aa8GAjiBP1x5JWeMG8ctkjR54IEHtL1GA961tQJwZiqLUoXrCRdjPB645ho4+2yRiTj3XPj1r8WzKiyMt/lUocb95ZfiOUhXnLRRWxsD/0OHamfgX99+m+iFFwqZ0ciRcNZZfHzVVezx+Sh1u/nmBRdo30ID/zU1ggEHIT9xuzPTvuvB/9ChDBo0iClTphCNRnnZbifyy18y/wc/4L6ODr7//PMAfO/kk8V+pQtN9w9iDefikhwOC0bdboe//Q1+9CNRCP7BB7B/P/WFhcweMIDy73yHI5cupRlE4W9LS3byq0xixw6RgaiuFnP43XdFdmXlSvFZa9bA3XeLC9G6dTGL1ixjqyT/hjidGglz6qmn4nA4WATCDeqzz1j+0EP8MxTCAVx34YXxlrXoMkIg5GPZ7Bn19dqcGDZihEaOLVuzRssGzXvgAf4kzQOumDZNnFu6OaHA/wdr1hCCWOM8ZePbzTikwb9iV5N1AT788MOZPXu29nun09mlsZY+PB6P1hRrRYaNhCKRSNpx2O12zj//fH7wgx9oBSCpIq5IJMNIxfyDAJ2nnXaalt1IFYMHD8Zut9Pa2tqt5lJGsWjRIk0CdcMNN7B48WKam5vZvn07f/3rX+NqFZQbUy7BfzQa1cB/dXU1kUiEBx98UPv7N2VTpRkzZmjAeOHChd36LL0crShBtw5w7733AvDiiy/ywQcfYLPZRCOQJKGY/1zJfkDIvo477jiamprw+XxMnTqVyy67LOn30hevb8zC6aVFzstincONiryJE/ndvfey4pvf5NMJE1h73nkc9f3vi5SyQRfwPhUVFCrWfcMGUeSm1z0nG4OqO7DZuhQRU1GB41vf4oOnnmL/iy/yu2efxTt0qDhsEiQ/Ko6VMp3liuX66qu0sgK1Pm1AUYL1KlVVcNVVcP318OyzcOaZ4vu5XF0BmYwh8ufYqgrf3G4BuCRblnXs2MH3HnmE8p/9jAsffJCOYJBwJMLmffsoBv7gcGC/4w5+eOeduIBt0ShbVqwQF58eMlhxoTz2KyvFfBk2TIDIL78UQMbrhQceEMCmri4zYGkQKqs5CHD06RN3GZv2zW9SAxwAtnV0MPaLL8SBPnu2AP66fX7IkCE4nU4CwC6fTxzomRbzSfD/kpzTDskULlmyRIDdK67g9QEDtCLYN84+m/8+/ngoL+f/3Xwzffr0YePGjcyfP198gSK2NmzIHHBGo7HxJq650lIBcK66Ch55BK67Tmj6/X5x+TIi3WbMEPO2rk7Mi8bGzGQvevA/fDjnnXcehYWFbN22jUUDBsANN8CvfkXou9/lTknaXHzccRTIzAvEQF59fT2tp58u/vCjj0Rxdn19+nmqA//DJLD7tuwf8Pg//8nwxx7j1J//nLteeolQOMwlEyfy4xkzumRMNOa/sDA2d997T1xguwmE2bZNvNeXXhJ6/nBYuEJddhmB73+fc/v3588rV9Ls97OtoYEX+vUTl7/PPxdzIVdrNBoVkjvpkMURR4j9+p//FJm6ujr43e/E5y5cKC6i3czQbZOkyhEul7Y+hwwZwo9uvBGAyyIRht5zDxevXg3At8eOpVrVaukirvdCtg5IDQ0x5v+oozRictGSJbTOnMl+j4dLGxqIAtdVVHDSZZeJfUuHZyZMmEBZWRnNLS0s69tXvJevvhJ7WHfnA4c4+E/H/IOQ/Nxzzz1cfPHF/Pa3vzV0MtGHKo7NFPzrO7UmA//ZhmI9Vq1apfmkp4tULG+2UVBQoN1wuwuAE+P+++8HxGb65JNPMnHixKRjVT//0qVLY6xWD+Ozzz5j8+bNuN1uXpeWYG+99RabNm3C5/Px0UcfAXDeeedpP/vabjYzUuC/sLDQ0Er1uOOO45JLLgHEgf/YY49pbJFRqLTltixSqMFgkICUgRg954KCAl5//XWmTp3K97//fd5///2kmQcQl0dVbPVFFoVcPnUx9ni6MP9UVEBVFeMvvphJd92F7dprBchyu7tIXdQYRknmfs3y5QKIffVVWrlLi9zsi/PyulxA6NMHSkrIDwSoVExmba1geRNlEDImXXwxAAs6OsTB1tCQVmahSbAAuw6wAOI5jBkDp50WY4z27ROZh8RMhQw1X7Zs2iQAckWFeG7dseCMRvF//jl/lI5PduBa4AbAAzxTWMjgn/4URo6ksLCQsfJStHThwuylLulCHc4ffih+2WzimaimVnffLfoM/PGP4nO7SU40SuBdAV36SXD11TiPOYYSmw1HS4sAHjfdJJ7xwIFxEo+8vDwNKK4Ph8VlJFNwIcewSWYKFOmzZMkSIeEYP55bZZbtJxddxPQbbhAFxQMHUqyzEdTkoWedFZO71Ndn1owtEIgBkEQNv5RUdHHtUdkXg72NoqJYofDChWK9ZcBwRvfvj4H/o46isLCQmTNnAvDA3//OA+++y7VPPMHZd9/N4vXrKSko4I6rr47rwVFSUqK5pe0YPVqsh/p6cZlsa0tfj6EDesOlMcPFF1+My+ViT10dWxoa8Ho8XDJ5Mr+55hr+cOGF2Pr372JMoMD/RrWfbN0q5tfKlWLuZluoHgwKMP3JJwIwOp3w/e/DnXfCJZdw3erVLNm0iT5FRdwkibMnAwEiAIsXd+2Q3JNQvSfcbvGzdHSIS+OIEWK/fPbZ2M/34YfikpKJ5MogtstLQ7XHE3c5/8Uvf8mQPn3wIQD9DgSp8tOrrhLzP4FcUe9jsxp/FvtVuK4OldcdPnw4Q4cOpbq6mmAwyCdeL3OOO45GYExFBU88/bQgbYqL47KDDodDk5C9rc61PXtEVuSzzzIeS2J8Df5JDXjLysq46667ePXVV7n22mvTfs8JcuNangGjCLFD3el0pgRP2URlZSXjxgn373nz5mU1jmTMf7ahNJeqVqInsWrVKt59913sdjv33HNPSskRiEVWVFREIBBgg0yn9TQUs/+tb32LcePGMX36dKLRKI888gjvvPMOwWCQYcOGcdRRR2lF11u2bNHcf7KJZHp/fTz11FPcddddLF68mJtla/pkoUD3mjVrMpZh+XQtxJOtj4EDBzJ//nwef/zxjOauakr3pSzEyiRa5OW4WN/hUEVBgWASGxtjdny1tQKQJ+j9VRwrJXNrVIddvz+tpaAm+3G5uo7BbheATgGDUEiAoVGjjMENMEl6ei8D2v/5T3HApSlsa5bsagl0ZVjLywWwVPKLUEgc+CnGMFIyUCva2mIgz+0WdQLZsnw1Nbw/dy6BcJghgH/0aJ697z6euu8+DtxyC5c8/zzopIonSPnV0vp6AWxyBSyiUXF5ee01wW4+/jjcd594z8Eg/PKXMZlRKCSKkzdt6pabiZYVAwFa9HvSgAHw3e8KPfWjj4qxTJ0qvsYgGzRCFvFvADF/My3ma2wkCmyRBIfKvC1dupRIWRlvbd/O9ro6yoqLueuSS2KgSgIIpX9WzfkYMCDGeu7ZE+tIm2YMgJhniRp+h0NIO3R7CeGweBdJLsaAuISAeD/5+eKZpAG8NTU1BACHzcZgeZlSWft3Pv2UO997j99/8AEfSpZ3zqxZVMsMrT40iYffD0qnv2CBuOSk2Sfaa2pQ4iAF/vv06cNDDz3E2WeeyfNXXsne3/yGl2++mZtPP52C/PyYvEgXI6UxwVqVDVyxQlxSDj9c9CjIVgJUXy/WxYcfEgGeP+UULl6xgun33cf35szhLx9/jMNu54077uCBSZPwut1sOnCAeXa7+Lf79wsgngFRkjZ27RLz6o47RAbuyivhD38Q6/D++8V8GjBAzA9V9N3Nwt9G+b4qPZ44CWhhYSEL/vQn/n7VVXxw773cc9llvHTrrRxdUiKycgmXWMX8bwbxPLKoW9uxfz9BwOVwMHDgQGw2mwbk3/nsM56RtQY/ueIK8l0usYf37x8v60SQigCvNTURBXGZKynpUT3IIQ3+08ltuhMK/C9YsIBnn302LdjSSyvSgdpsQrFAmer+UxV3dieU9KWnlpcADz/8MACzZs3SbuGpwm63M0ZKK3rabEvFxx9/DKAt3FtuuQWAZ555RpPcXHTRRYAAxW63m2Aw2K2i50zAf1lZGffcc4+WaUoVxxxzDHa7nbq6Oq1WIl2o+eDxeJK6W2Ub6hKSFfiXh40h+AcBVkpLxeHw1Vdi0zzxxC56fxVjpBf7ahBMWDAYD06MxiCBd3F+flfmHwQYj0TEQbVxo/h9QupYH0OHD6eyuJhO4LNly8SGn4aBblauR9CVYbXb4cgjxUUmFBIHgh7IGcSpcn+YD4Tee088h/x8wcRle8Bv3cobsrHeBcXFFNx7r8hEjBmDc+rULkXPJ0jAswzEM9uwIdblsifR1CSsFJcvF8/E6RTA6cEHhdPMunVCa/7d74qvX7hQfH43pD/qMmb4PsrKxMHscomsirpUFRYaZqS0njIgwNHWrZk9j8ZGGoAWecacd955uN1uDhw4wJLly3lc7lnXT5uGR4FonQOV6kuwZMkScU55POK9gSiGbGvLHPx7PMZrQ8nOFEDZvl3MzcTslT6mTRMX+/37hUTE709rgbpZsrHVJSU45ThOOeUUrr76ak4+6SSuOPlk7jnvPB664gpemz2bS2bPjjU204Wy+9xWVxdrlrZkifj8NPvElu3biSKcySp0dq4333wz786bx1WXXEJhXZ14xzt3CrbboC5Igf/dDQ34SksFG/yLXwjQGQxm3x27sRHeeQd/IMDZbjfXfPABry1axDsrVvBb2bj0Z7NmMbVvX4r69uUKBTQVFmhoEJ/77ruiNqi73bnDYXF5eeYZMa/y8sRe88YbcMst4lLg9cLPfy7qREDUIbW0dCtD55NzxltU1AVM9z/qKM4bOZIzxozhrksu4ZIpU4R8rX//uGwQJID/7dvF+8uwB8UmuT6OrKzUZHlKmTDnpZfY6/NR4fVy4UkniefsdgvSJiG+9a1vkZ+fz8baWr7MyxPvtKFBzMlu9mo5pMF/JrKfbGPMmDEceeSR+P1+rr/++rTNnnIpt9GHSunOmzcvo86u6YqOsw0F/levXs3JJ5/MnDlzuvV99u7dq/U2uO222zL+d0p6s3Llym59rj7a29u1JlbKvu3UU0/l9ttvBwRYnzBhAnfccQcgLh+qkK87mYdMwH824Xa7NYCxatWqjP6NGfNSMf/ZyH5aJAjylpbGs6sqRoyAyy6Diy+GU0+FM84wPNRVHCsv52tAeDy3tqZn/tU+UVBgfAEZMEB89tixwl5z6lRjICTDZrMxSQKvBRArakwB+Jrl4VcCXesOQIAsp1MAxyFDxHNIMYaxEydSkp+PD/j8k0+EHruhQQCNTJsaAYRCdC5ZwlsSfF0wc2a83WNitLZyvJQifQ50bNkimO4tW7Lue9AlVBdhEDrzBx4QIHL1asHe2mxw663wzW+KAtRQSKTNu1F0rFyoSqCLTACHI5YNikbF89y7V1zQDN5dHPhfv14c7Jmw/w0NmqTg8P79KS4uZtasVOKALgAAIABJREFUWYBwifvXypU47HZuGDtWaKlbWgSglWt6zJgxFBQU0NjYKLp15+eLizOIS1N9fc/Bf2WluHBs3y7YXa9XrJFU+0p1tbADBbFGMwDem+U4huouYg6Hg9///vcsWLiQFx57jLumTOHHo0dz0bRpMH68YVZsuLRIXbdnj3BmGjhQAN81a9Jaw26Sa3R4aSm2BLAJCFA3fTpcdJEofj7uOMM9rbS0VDNpWKvc09auFcy4z5d9L4ivvoJly/g18EEggNvl4hfTp/Or889n+GGH8c3x47nz7LPFPD3pJL4l7ZrntbcLlnnVKgGKhw4VILy7Ft719aLpX1ub2DNfeEEAfdVv4NhjhSyvXz+xn4K4sHd0iLmTpXmIT50dxcVdwD9lZeIyrp6lytgaXEoV4dgANHV0iLkgM0jpYpOct8N1RMxpp51GXl6eJkm+9sQTyQ8ExPM5/vhYrwtdeL1ejdD9q8pqz58vxp9lp3gVhzT4N4P5d7lcrF69WrPC/EAyYsnCLPB/4oknUlxcTH19fUYAONfM/2GHHaZpzRctWsSPf/zjrPoOqJgzZw6hUIhJkyZpUqZMQjViywXzv3TpUjo6OjjssMM0UA+iDuGWW25h+vTpvP3223FgXUl/egP4B7RMyOoMN61cXwYhxvxv3749rqg55TjknCk2cgZRUVAg2MwTThAAK0WoYtsdwIFAIFZUliJa9HUHRgDH4xFgYupUMQYd65csJsnD7W9AdMmStM18miUoLsnL07rDxkVVlQBM550H55yTVPakwlFQwCnyMvZAXh7PNTYSefVVAXSyARf19cx/8UUOAFV5eZwoWcMuEY1qWvIjQyHKCwvpBFZv3iwO5pUr4a23YOnS7jXfikYFUGxoEM9n2jRR9Hr77UJCMH48nT/7Ga8GAvz3b37DK4qRXrdOZB6yzHaoTEyJkdwFBGhUjkJ1dYJRnzLFEOzFgf8tW8SFNJMix4YGlBHmEfLCe//99+N2u9klLzQ/ufpqBh51lAC6xxwjLssyXC6XZuCwZMkSMbZjjhEgNRIRrOuuXalBl5qzhYVdARYIUHfaaQLQK8efJEXoWvTtC+efL76fygyl2S82S3ng0GTZrvHjRS1Bv36iIN7onaEjKDZsEHuJvklYGvnRLikPrE7yvRkwAL7xDfHfkSOTjgF00p9x48QcPvJIsS7ffz+77q7hMDz/PLWhEI/Ky84Ll1zC3bNm8ZMrr2TDfffx9iWX4GxuFs9n5EgmT5mCy+ViV3u7KGD+4gvxfRwOsdetX9+9Nbp7twCsABdcINbHcceJYvCXXhKXm6FDxWc1NcWK9TduFJfhLApto9EozfLsKCkp6To3S0vFnrlrl1ifO3aIOar6MeiiqKiIw6TUcguIi/wXX6TPRgQCbJOSwiN1hFRZWRmvv/46t912Gw/deCN3nnWW+NlOPDE23wziYlkr9kIgwAEQz9Lv73YvhEMa/JvB/IPQlF0gLcTSaf9zDbpVOJ1OrenTzJkz+dWvfpX0azs7O7VOx7kEexfobNRaWlr4l2LlMoxgMMjvfvc7AG666aas/q0e/PfUblRJfqZOnRonzbLb7TzyyCO89dZbVCak/nsb+FeZkEyZfzPmZVlZmcZoZcr+t8jNsziRXe1mlJaWMkgyK2tApPTr6lLqJn2q7qCw0Jj570bMmj2bwoIClgEvqgMuFfiXF5SSvDzjMTgcIvOgZCYZxOlS1jA3FOI64M8LFohDKBvwv349b0iHoBljxmip7S5RVyfGdfbZ2A47jImy4Phfqt6hpkYAVNnxMutoaBC+4QCTJsWewdixRH//e9ZedRUnvvQS//Xww7z4r39x1cKF7APBKG7dmnW3YZ8EIl6n0/h9HHGEYHjPPx9mzYLTT086d9ReUQM0R6MCXGTiglRXp4H/IyUpMWDAAC0Deemll3Lf734nxnHFFQL0JsjhDHX/MrvJkiUCsKUC3unAPwhQNWMGfOtbSR2w4iIvT8xl1atg06bU2bmODnbJfWJwsqyfwyHmxfnnd83U6EIvTYwOGRIjE7ZtS8u6H5DPqTQVUZFhKNfAtY2NQiqmbJSXLhUX1kxDZsMeBVojEcYPGsTMM88UBMGMGWJuzpgBM2cK8Gmz4fF4tJq9eU6nuBh/+KH4fhUVYn52J0P36qvi4uL1ijkWDBrvu9u3C+mkvACxdKl47llIf9rb2wnJc99bWtpVBmq3C4Jg8mTx/16vIG6MiBUSpD9r14pnki5j2NiI4uTLE+q0zjvvPB5++GF+/L//S+Hll4t5edJJSeWqAOeffz4DBgxgZ0sLlxUU0NbZKTKX3XRDOqTBvxnMvwql/V+9enVKX3OzmH+Ayy+/HBB++3feeWdS5l1f3JlLwPnwww+zfPly0XUStC6wmcYnn3xCbW0tffv2jbtIZBKjRo0iLy+PAwcO9LjTsOrurCQ/mURvA/+K+c9W9pPLyyCIPgiA1jcjVYRCIQJyAy9O4pnfnRgjL4ZTgWuVnjSFrECrOzBKH3czDj/8cO6SF9ofA+1bt3btRquLZgk2S4yKjrsZZybM579Go6IOIgtNb+S555grWcALVJO5piYBXmtqYpKNpibB8g0bBscey7kSrL4OgkkcMUIAz/b2rIE4IN6hynDKgmqA5Zs2MfQ732HUjTeycssWyjwejqiqIhAK8UBxsWAWN2zIuttws2R5Swz6T2hRViaYxKqqlFIor9er2fGuAGHt6POlZ3h1sh+929edd97JmjVr+POf/yzcwmw2AXAMsg6K+dcygocfLpj/gQNj3vCpmEX1d8lqclRkW8/Wr19MglFTk1py09iIelJ9UpEEDoe4pKSIo446CofDwYEDB9hrswmm3ukUa3PPnpSWvD65T5QY1HVkG4r5/2rnTgFIBw2KyRk3bcq8KH/ePOjs5H0JKm+bPBnbhAmxS5jXK9Zk//5xc1Tp0uepi8zTTwvnn4IC8dnZ1sl0dMQkeaefLubD5s3iZ1EXqmhUMPBFRUL+oorkN26MdSfO8OdW55cNKCorS56VmjgRLr1UgO8UZ0yc48/mzUIilE6a19iIurKWJMvyKBOAwYPTrpGioiLmzp1LgcvFu+3tDAX+9dlnX2v+uxNmMf8gNuOysjKCwWBKltMskAWC8d+5cycul4tIJJK02FONobCwMGfFnSDsICdMmKAVws6dOzcr6011WZgxY0aXDszpIj8/X2P/Vfagu7F5szCRS9a91ih6G/hXY9+0aVOcvWyyMCsjdc011wCiR0EgjdRCP87iFMWr2cYFF16oZXD+DIQ3bkwJeFXdQXFpaWo9e5Zx8y9+QV+3m1pg9caNqcG/BFkl+fk5u4CMOOEE/nbVVTwlL+fzgObduzPXkAYCLHn/ffYBXpeL0449VvzbxkbB2hUXi0xCa6twNVFM3rBhnH/mmdhtNpYDO956K+Y4VFoqDvtsHYfmzxcAobyc9iOO4PonnuB7jz/O+ffdx9Z9+3DY7Zw1ahSr7rmHZ54Wzve/8/vZC0LDu3NnVsyiT62PVOA/i1Bg600QjHtjY3rw39gYk/3owL/NZmP06NGGNsGJoXfgikajgmXu1y8mXdu5MzX4V1KMHF6MAXFhki5I7NqVek7qQVYauVu6yM/P13T/X2zYELsIgZiXycB/JEKzyp5nkt1IE5rsZ/NmIQ9qaoplLJRTWSYxfz4+4AuZGZl80kkiK5UmTpd9Dj5tbSU6YYK4CD74IDz1lHjPaeofukRDg5DKgGC4d+xgS1ERNy5YwHsffaTJu9qdTgKTJokLyeTJsbGuWycuHBmuUXV+FQP2dHMzPz+tTFIx/5uULeuKFWJdpCrM18/LHGSDQFzW586ZQ3VJCTXANXv2EOqmA9MhDf7NZP5tNltGtp9mMv8gnGfSdXg1C+ipOPXUU/F6vezfv581a9Zk9G+i0ahWLH3++ed363N/9rOfAaITbjaNpRKjXh5widKeVKEOkH379mk9ADINM8B/VVUVAwcOJBqNZmRDa9al9Mwzz2Tw4ME0NTVp/RKSjkHKP1xAvkHTru7GVVddRePnn1Ngs9EBbN+8OaXmu0UC0ZR1B90IV2Eh46XMYFVtbcoDVbP6NOp30N3o148LTj2V/zdhAiMqK+kE3qqrE6AzE6ncmjW8IdfGtyZMwAVCsnPiiUJi8l//Ffs1bVrsAC4spOrCC5mi2P+2NvjpT4XveHt7Zqx3YihXs+OP59HXX+fZDz7gtx9+yN4DBzi6qor655/nvSuvZODZZ3P6BRcwcfx4OiMRXgMBLBoaxH8zlAg2yzVakqwIPMtQe9xch4NoKATKBSpVNDVpzH8mLmhGMXz4cPLy8vD5fOzevVuwj8OGxXT56WQ/yoM/1+Df7YaTTxYZi5YWAXiT1Yw1NKRnWLOIOEviQYNiOvBt25KD/+bm2BiyOCeShZL97Ny5k9p+/QTIVMCztjbzovxFi1gKRBC1CP1POy2j+Tp69GicTifNgQBvjBzJQLebP9psYp1t2SLGkI3F5Lx54tmVlUFZGX9du5bRt9zCU2++yeV//Svt1dXsGzmSQT/7GSXHHsu0adOoKSiIOS4tXizWZoae/xquAvHcejg31WVstar5WrBAkBqpCtFzPC9VnHXhhXx5991UILoOv5alnFrFIQ3+zQbeyobxYIJ/QAP/yTq8mpl9AFFYprSUikVPFytWrGDPnj0UFRVxhi6Nn02ce+65nHPOOQSDQa644oqU8qtkEQgE8MuNtm8qb+qEKCkp4cILLwREx+Fly5Zl/G/NAP8Qk9xoTX1ShFnz0uFwcPXVVwPwt7/9LeXXtsjLajGkZWayjdKhQxku5/v6nTtTdkrU6g5yeAFR8Q0pvfkchKtGkmhWazSVtjrbkFaUNp+PiyRR8VZ7uwDeaToOA0T/9jfUG7xg8mQBFKurYdy4mNSkb1/B5iemtCsrmTljBgDPut2ibf0XXwjP746O7BwswmEBDoBdRx3FA3JenXj88YwdNYq5V19N6f79ogBYFrz+l+y8+rqqDdi4UaTzM5Qz+OSeYNh8rhtx5pln4vF42BkOswoE+E/T/6CjsRG1ow9J4XCVKlwul5al1DLUgwbFsjS7dqUGOIr593qzl/aki2HDYjaqW7Ykn5OZyCuyiDhL4ooKIVcDIUdLNgY90MvinEgWffr00SRZczduFFIZBf4bGjID/3v3wvbtqN3+5DFjDAtajcLlcmmXoB/8/e/sDgR4WH3+G2+IOZHGgSku3npL/Pf441m9Zg1X/OlPBNrbsdlsNDQ18VprKw9/+CF19fUEg0E++OADrv3JT4ieeabYR7ZuFdnAbdsykrn45P5RAuJi2kNFg6qN+aKpiZaCAkHUfPFF6rHkMCMVF14vhUccwQ/lPHs0g/PcKL4G/5gj+4FY0elXsiDOKMxm3QFNT3qwmH+IpaW3bt2a5itFvPfee4DoV1CQpAgnXdhsNp588klKS0tZunQpl19+uWC3sgjF+judzqyfz1/+8hfOOussOjo6srI67Q3g38w5cbxkc9JdBDXwb7OltK3sVhQWMkJKidbX1SVN33Z0dKAEKLmsO1AxVoLuVZBS7tIsJUElOWCx4mLgQCgvZ5zcI7aDAMAZpJK/eOMNtgIFDgdnH320cAAZNy7j8X179mzKCwtZHwhw69Sp3G+z0fjZZyK1n42DxYIF4sLidnP38uW0BYNMmjiRhUuWsHLNGoZPnCjA6XHHaSDgQilF/DQQYD8I16e2toyLKZul7KIkR0Xgbrdbs/L7HrChrk6AzWSERTRKY3MzUcQ+V9EDqUmX5nterwCbyoc91TpVzL8ZZ0dVVUz2sW1b8mehB945AFkK/H/++ecCeEoJjGaXahQmSDxUh+Inn3qKoy66iNtVZrCpKTPZjzxDF8rz86Rp07ICwQq/7JZnwbqWFja53eJCuGJFdlpzaZUdGjKE/3r1Vdo7OjjnnHO45557AHjooYd4Wsrxfv3rX+NyuXjnnXf48969sQuL0rdncIYra2QvCNlUDy+m/fv3Z+DAgUQiEVbIRnBs3pz6GejnZQ7qQLSw2eDYY7lh1ChKgM3d7LtwSIN/M2U/IKQWAA0p2pObzboDaWU/VowhW/CvOgMrx6KefO4rr7yC3W7ntdde44gjjmDhwoUZ//s6ueH27ds36yZsBQUF3HrrrYC4zGTqOmQ2+F+8eHHa3g9mzgn9XEj1TFpkQZVXNWzKcRwtLyHrOjqEttloDLqNtShVY6JuhqrFWAOElc++QWhgs6QkadfebkX//nDhhVRJd49aECAnXdfbYJA3JCicdswxFNXXC1ZdHYwZROnQodwj5S6Pf/wxP49GuR/g44+zcxORwGLnkUfyoswA/Po3vxHr1W4X0oFTTonrjDxo0CCOGz+eKPBGXp64cDQ1ieLjDNyG4jzEcyTD+tGPfkRBfj6LgTOA0IYNyeVPra00S9lFSVFRRvr+ZKHAblxt2siRMa37+vXJJR4qQ5MDqUuX8Hpjjj87dyZdG9GGBhQHnQvwf/LJJ2O321mzZo0wixgyJFbrk8zhxQSJhwL/X3zxBRs3buRXCxfSDuJinAngW7GCMLBEEgonqcZZGYYC//r4h9oDd+zIHPx3dGhZrPk+HxtqaigrK+NPf/oT1113HU6nky+//JL29nZOOOEEbrnlFu666y4A/ufVV4VLE8A//ynW2saNaeV5Pvl5XsjZxVQ1xVusyMj9+1MX/eovhLkE/wCDBlEyaRJ/Aj7v5to7pMG/2cx/uXzhjSlYrN4g++ltzH8oFNLYaWU51pOYNm0a8+bNY9SoUQSDQf7xj39k/G8V+O8uszZ58mQ8Hg81NTUZ1zuYBf7HjBmD2+2mqakpbSGymXNi8ODB2Gw2/H6/9nyNQmn+i5PZW/YwRsi0+noQjXAMokWOzw3k5aCQLzGGDh2Kx+kkAGxMkYFoln+eK1ZRC5sNSkqoks9iPwgpRzo979atvCEP4AvHjxeShCSNk5KG2813Lr2UiboLwwIQbjf19Zl778u5/GhLC6FIhNMmT9bS9IAA/Tp/exUXy14sz+bni2ZGH30k5BRp2P9IJIJPAqoSrzdnc3PSpEms+/RTyh0OdgMLVq1KLq3QOdyU9nCNGnberqgQshtInYFQ4N8ESZwcnPhviuLK1poaFJWRC8lNZWUlU6ZMARB1SWVlQjoCloL/oUOHdjGZ+ATEHM0EeK9dyzKgJRymtLiY0eoilWEYgf83FZFZV5d50e+mTSIrmJ/PK9u2AcKzvry8nMMOO4zf/va3TJs2jW9+85s8/fTT2Gw2rr32WgBWrlnDvhNPFPtLY6OYi3v3pvX890lQXuJwZGx9nC40W1xFjOzdKzJfSYi0jv37UTM25+DfboezzuJcoDrb4mv1LXI7on+vMJv5L5MsxIEDB5K63FgB/tPJfnob8//555/j9/vp06ePVvjU0zj99NO1XgGZ2l1CTPaTjd5fH/n5+Vr24t13383o35gF/p1Opya5SSf9MXNO5Ofnaw3gUs2HFvnszQL/R0vAuw6IJmGaW+SF2Yy6AxA1EGMkw7qqoSE5+JcHTkm6BkndjEr5PvyAP4NivtZly1BX2bMHDBDNabpxOcobPJhPv/MdNv72t4CofQh0dorUfqZFv5s24QOek3KA2yVrmC6uuuoqCvLzWen3sxCEzj4SEfriFPVBfr8fxTuWJLMR7GZUjxvHuXI+zE2jc1dPp6SHZ4eS/axbt46QAjY2m7AfBAHwk9XEqHdkwsUYiNl9trYmz4rJOo08mw13js5RxbrfcsstzLj8cpYoAFlTY8w667IP3hzuE/feey+TJ0/WGly+qzIQaepBANi4kXfk/06bPDl5D44kceyxx2rZ7gvOPBOATxsaaAORHcsUdErSK1hezt/k/6tO1ADXXnst77//Pm+//bZ24aiqqtJqHt5XnW9B2IUGAmmzc8oa2ZuXlzPwrzH/e/aI9d/cLMB/sj1blxUwBd+NGCGkcd2s9zlkwX9nZ6dWAGoW899HMgDRaFRjUhPDCta9NzD/yo1ix44dBNPY+CnJj0q/5ioUi5JN46+eMv8AZ8t0q6pjSBdmgX+AE044AYDPPvss5deZfSnN5DLYIlkmbw7tLfUxfNQobEAjUL9njyGD0yIvBabUHcgYLQsu17e2Jj9IlMQjg+7B3Yni4mIKpB54f21tWtnP6o8+Igr0dzqpqqjISu4TF9XV5PXrx1CbjaqSEkLAShAgK1NHk23beBloC4cZeeSRmk1huujbty+zZS+U/1Ge/8uXi0M9BbOo9ss8oKC0NLcyLIeD8085BYC5DQ1Ek11CdJKC0h5e0Kurq/F4PHR0dMTX4UjSCJ/PeF62t8eyMzlg3A1DXUDa2pLOBwWySlwubDkiCZRZA8Cb//gHj6mfv6HBsC4nXFeHMurNJct77rnn8sknn2iN295Rcy2d5WVrK9TUoOimc849N+vPLioq0i6G1958M6WlpUSiUWEvW1cn3kkm56jMqr7tctHY2kplZWVGPXPOOeccAN5ZvhzOOktcSFevFhmANJcfVfDrdTqTNu7KNsaOHYvb7aa+qYnP1AUvRRG4agRY5HRmffHKKEpLhf3q977XrX9+yIJ/vZbXLPDvcrm0751M928F694bmP/DDjuMgoICwuGw1no+WSjwnwvJjz6U93VtbW3SngeJoZj/noB/5Va0dOnSGLOWIswE/5l2+jX7QpgJ+PdJVrE4R17qieF2u6mWDhbr9+wxBDiq7qDY4TBlDAD9JHNT29FheJB0tLfH0scmFB2DKBqtkut/f2NjWuZfzZ+xffoI9qm7mu+iIpgwAZvfz4mS5V0CgtnLYK0QDMLevTwnf3vtNddkVZvzgx/+EIA3WltFsfP8+eJ7prJdlWujBLDl0MJPxZlXXokb2BGJsHrFCuMv0jP/Pdy37Xa7lmGNk/5I0oiWFmPwryQ/NpsoqjQjqqvF949GkwLeuB4YObqI9evXj//+7//Wfr9aZT4aGw3XqE93nuRCepQYZ5xxBnl5eWwMBsU8TXd+rV3LfkBRPGd30y77hRde4LnnnuOcc87RvO63OJ3ifezdm5nd56ZNbAeuk+/v8ssvzwgMK/A/76OPCI0fH5PurVgh5kIKElGdHbnsi5Kfn88M6VD2J5VN2LkzOWGj5mWOMg9dwunsUa3NIQv+FeD1eDw5bWyVGEr6k0z3b6Xmv6WlJe7So8IK5t9ut2t2dOmkP8qTX6U6cxUej0eztctU+qMv+O1uDBs2DK/XS3t7e0rnJxVWgP81a9akbLjWK5h/1ajF7e6xVVuyGCzX5+4k0oYWVXfgcJiSfQCokOxmbThs2OirWXdpLzaJ+QeokgfJ/ubmtIf657Jr9tjKShg+vGeg66ijYMoUJko2cDEI8J0JsNi2jS8iEVYAzrw8ZsuGZZnGqFGjOHPKFCLRKE/m5QnGf9cuUdCYJOI8xHNdgwF4xo3jRPk8V0sipEvomf8cetvHFf0q5j9ZRkqdaR5Pt7Nira2tvPnmm8lJkeLimN4+HfjPMcj64x//qJFEm/1+IXdpajIE/81ynyhwOHCl6SLcnSgpKdF6x2yC9N1lv/ySD+T/jh0+nMO6WZPxjW98g2vkhVrrcqvOhN27M7ugb93KDUB9MMi4MWO47777MvrsE044gfLycg4cOMCn+/eLvg8AixaJdZrCSEVZI3tdrpzu27Nnzwbg5cZG4QK3e3dy8K8uICbMBy369et248lDFvybCbD0kQr8R6NRS8ZRVFSkgTgj9t8K5h8y1/0fkIumPNdFMsSKmD7//POMvj4Xsh+73a7pF1ckY/JkRCIRrbOtGXNi+PDhuN1u/H4/W7ZsSfp1ShLXXZvVdJER+Fdrw8TN8zDpyLUvCbup1R04naYx/5US/NeBIaPXLIFoMeAwi2EFqiTzvr+jI7WHdzTK5/Ji9o2hQ3te7JmXB8cdx0TJTi4D4aSRCbDYuBHVRWXqN77RrUv6zT/+MQDPRaNCurFypcg8JHFU0TP/ZoB/ioqokhmphiQuVLS0xJj/HIzBsOhX6e39fmNpg9L7u91p14aRu1g4HOa8885jxowZmrtLl7DZRNdhSCr10BquKR/6HEZVVRUVFRVEolHWglgXRuBfnhMlLlduZWC66CfrffaBkKalktysWSMu0cCpUqve09CYf7Uf792bMfhfLf/3ySeewOPxZPR5DodDa3732iefwMSJYi74/cIUIJWLourDUVCQU/A/bdo0KisrqQsERI+Tmpr0Dm1mYszSUnH57kYcsuBfNW4qNPNWRgzAGsl+9GyHyyRgoSKV7t8K5h8yB//a4WrCZSRb8N/Tgl8VqttzOvDv1+lazQD/DodDY/lSZT9UVsAUrSKxuZDqAtIiN0+vCYe6in5SRlPT1mYM/uWlvdjlMg/8S/BcC4Ye1sqzusRmM20MAFXyWeyHlE22grt386UEc2PHjYsxsz2Mo+W83A10ZtpBdONGrdFVdTclUWefcw7DjziC5nCY/wPRvKelJekFSEkKvGBKETg2G+VKLtrYaAzyAoEY85+DMRgy/0pvHw4b911QoCcNu/raa6/hcrkYPnw4M2bM4LLLLuP6669n5syZ/Et2J/3Nb36TXA6qpA0NDYZgU+uBYcJFzGazcax0yVkNAnQbgX+VfTCJLIEY+K8BMYZU6+Orr1BtJU9QxbI9DI35V7K6mpr0a7ShgUhTE6o8d2CWxakXyX4cf/v734kMGSKyhCD6PqRoyOeTtSglHk9OwX9eXp7WpPIaYFl9fXLwLzPJPS3ITxmlpdBNDHvIgn8FvM2U/EBq5l8vuzALZKlI5fXfJkGW2RchtXmlsncMBoMaAC41YTNXbboz7TScC+YfYt2e04F/xXbb7XbcJmkFM9H9WwX+9+zZQ3uygin556Yy/5Ld3NfRYQz+lfTIpKJjENaCIMG/wfpUsp8SE6VHEOuqV7ODAAAgAElEQVRLUguG8iMV6+bNoxMBfocMGZIzN42KigryXS6iwJ6WlszsDDduRF2XBnRTEmW327lKWgu+YrMJ0L9nT1p3mRIwB/wD5fL7NrS0GDvtBAIxq88cNrbavHkzAVXEW1wcK5Y0ktyo55MmK/boo48SDofZtGkTb775Ji+//DLPPvssc+fOBcTZ1N7ezi9+8QvjbyDnpaHePhiMOWGZlBUbM2YMIHpx0NJiqDVvVmDTLH03CeC/oyMl8G7Xse3HK5/8HobG/CuCKpO6nO3baQLUV1VmqVE//fTTKSkpYd++fSyqr481/NqyJWUjwGY5T7w5Bv8Ad999N2dMnowfuKGjw3ivDIVolpd2My6lWpSViYxIN+KQBf8K3BxM8K9n/s0eh2LRWw0mqlXPQjHZRnUHKvSuSGZkItRz8GfoJJKLgl+IMf+rV6/WJDVGocZVVFSUdVOxTCMT8G/25biiooKioiKi0ahopGMQbfKQ9ZgI/vvJw6QmFDLcxNXFxJ1j7ag+1IHYBHTu29eF6Q3INeExqdmZCgX+90NKp50Nct4ck5+Praysx90zVdhsNgZK9n4XiGY+6WLXrhj4V0x1N2KW9Pz/KBoV8quNG5P2GVD9J7w2W7dT7umiXO43DX6/Mfhvb89pR9mqqirKy8uJRqOsXbs29hcKUBsVmGYA/rdt28aSJUuw2+289NJLPPPMMzz22GPce++93HLLLTz77LP83//9HyAyBIZ1SAr8HzjQ9YKuy4CYBf4V878GxB5hMEYFNs3Ud3cB/ymA9+r9+wkCfT0eBh99dE4+X3PsU3r3NGNAfo3i58tKSrJWOLhcLq3I9sV580CZgOzZk1J25JNrxpvrjuiIwt9n//hHQMyJ0PbtXb9IPy9NIgi06KYqoVeD/3A4zM9//nOGDBmC2+3myCOP5L777svYpjFVKHBjNuOeqtGXlcy/0tm1GbQFt+pZZAP+i4qKTAGeRVJCYnQJSoxwOKzJtXoq+6murqa8vJxgMJgSdCsbVKeJIE+xfOvXr0/6NWYz/zabLa0MLCSlJU4zmX8J/veBoXd0WB4ieU5nzkBuYvTp0weH/N71BmxaSILQPLvdXNmPHvynWKP7pTSpX35+zi0eB0kAvxPSFzUCdHZq4P/wHoD/I444ggnjxxMBoeXdtCkp+Fce4iV5eaZdxsplsW1je7txQaGe+c8B+LfZbMZyQPV+jSQWGch+FLA/5ZRTuPTSS7nuuuv44Q9/yM9//nMeeeQRrr32Wk466SSKi4tpaWmJrzlQoWpKmpu7XoT0IMuEGjFIAP9JmN44sGlSZMz8d3ayXF7ejx82DFuO5mi/fv1wu92EIxF2qDGkA/+hkAb+q7q5VyiZzUv/93/4xo0TRa4gdP8GeAaINeErKTHFLGJQdTUeIAhsW7266xfoL+dmg/9uRq8G/w899BBPP/00Tz75JOvWreOhhx7i4Ycf5oknnujx9zYb3KhQzL+R5l8P/s1m3VOBf6uehQLeqcC/KvY1Q/IDMWlTJuC/qalJu2j2tPjYZrNp1qXz5s1L+nVWyNEUyEsmv9IX55k5J9KBfy0jZSabJkFWDRhKbkJ68G9S2O12+kq5QG1DQ5dDPSzBX56VzH8q8C9BeZXHI6w6cxiDpAxrJ6SUHmkRDmua/wGSmexuKPb/byA0xUnWh0/u5SV5eaa5UJXLvgkNwWBSj30NXOSoNkrtT2+//bZuIHLfq6/v2gdDz/wneQ4vv/wyAJdeemnSz3U4HFoDpQULFnT9AgX+W1q6At4cZ0CMQjHejSAcfwzmhRX67ozBf329pvc/XhpN5CLiHH/SjUFFKIS6wqv9JduYMmUKRx99NH6/nz/Mny8aCgKsX28I/qPRKD45Lm9pqSl7pt1u5ygpiVu/YUPXuhz9pdRM2U8PoleD/0WLFjFjxgymT59OdXU1M2fOZNq0aSxbtiz9P04TvU32k8tmVkbRG8B/Jsy/Av9mOQ+pC4jf70+bQVLguLS0NCdM/PTp0wF45513kn6NFe9CyUxaW1sN9fZWZaTSMv8WgH9lgdcAdBrIj0KSQXKYvE9UyrVR29TU5UANyXfk6CXgv1Yy35XFxTkH/3GynwzAf6CjA0WrDOhmp0sVZ8oupkuASGdnUtmRKu70pgC9PY0yCbIaQiFj2U9bW06Zf4ALLrgAEM0ItXNCyR0PHOiqdVd7RxJ//c8//5wvvvgCl8sV1zTLKE6WNo4LFy7s+peK6TUC/xbIfoqLi7X9vwEMM4Ra3YGJQC9j2c/+/Zref3yO7bKV7n8TiHmZpmEn4XCM+e+mK5jNZuO73/0uADffcgsjly+nEcQlzECe2NbWhpol3j59TNszR0iMsn73bsO1kevLea6jV4P/k046iQ8//FDzfV+9ejULFizQmj8YRUdHBz6fL+6XUVgldcmk4Ndut5um71aRieynN2n+zWb+o9ForLDNorGoebt06VKtliAxrAD/JSUl2mFmxP73GvAvmUaHSbpqEOvTKdfefgNbRY35N9mNq1LuE3UGAEeBf7OZf3UpbAbaU3S43S8v6FU9cJpIFnHMfwZ1OXvkfuZxOnt8yB5zzDG43W58wEYQumIDi8qAvJR48vPNY/4V+I9GjQuPcyz7AVELNHjwYAKBQCw7qdhan68r2FT7Z5K18Uepiz7//PO1czBZKPBvyPyrfgMtLYZjMJthtdlsmuyzHrqC/2jU9KJjiIH/VqA1FeteW6tlwwbJPTZXoQwzvgKxNtKcoXGyH9U0rhtx5ZVXMnXqVBwOB+saGpgHQgZmgGcU5rMDhWaCf7k21tfVdV2jXzP/PYuf/vSnXHLJJYwYMQKn08nYsWO5+eab+fa3v5303zz44IOUlJRovwYmsX+ziu3OxOrTbNAN/37Mv1ngX+8xnK7oV72fXOnvDz/8cMaMGUM0GuW9995L+Zlmzgn9YWYE/vUZqd4A/s1k/u12O1UyfbvPwGYzLBkd08G/cvwxKChUdQcOk91+9LUHDSmsPmvlHlLZt6+54D8D5n+PPHQHFBf3mEDJy8vT+nEsAwHyDIC3dhlzucwD/8OGARAAAgZOOyG/H/V0csUs2mw2jf1//fXXxR8qdxafz1ByAxjOyc7OTv7yl78AArilixNOOAGHw8GuXbvYmXgJV+Df70/NsJqorVaGD/XQ1V++s9P0ugMQWWuPlAfuSwH+O/fu1bJh/XLcEVx1gtZaVaY4y4F48N+DfiBer5f58+drGYAVILJRBnuEcmgrAmxer2lrdISsMVpvVIj+NfPfs3j11Vf5y1/+wksvvcTKlSt54YUXeOSRR3jhhReS/pvbb7+d5uZm7Vcy7+DeZPVpNuiGfx/wb6bHP4ifUT2LdLp/M+aIYv+Vv3ViWPUu1GGWjvk3c33owX808SCLRglLWVaeiUV0AP2kTrfGgO3WMoRmg3/J6tUapPNDSvPvcJhWdAwC/HklkPOl0vzL8VT17x+zgsxRxMl+2ttTNzICdivwnyOy4Hjpib4MBMgzYDa192Ei+PdWVqK+c6NBLwyfbu/K5V45a9YsQJy9e/bsAcXWtrQk1/wbrI0XX3yRhoYG+vfvz7Rp09J+blFRkeaI1kUWqS4gkUhXe0eLGNY45j/RgtaComMQ67OffBY1wWBSyc1+Sabk2WyU97QBX0JozeCAKGQE/jXNfw7Goi7nn4FYmwYuVEH5flwgfPBNklSPkC5K69raiCbuE18z/z2L2267TWP/R48ezezZs/nhD3/Igw8+mPTf5Ofn4/V6434ZhdUFvwcOHOhiY9ZbwL/Vsp+Ojg7N1SYxzGb+IfOiXzOey4gRIwCSXkqtqkXJFPybOTcHDx6MzWajtbWVurfeiv/LYFDzhjaT+Qc4TK7RfapjqS6U5j/PxOY9AJXKYz8USlrwa8U+UZKfD8SDy7iIRqmV46tUnts5DAX+m5HNm9IUFO6WzybX4H8pJAX/WgG2ibIfm81GmQQtDQaZsWaZtXQ7nTltEHniiScyZcoUOjs7efjhh1Pr7ZOA/8bGRm6//XYAbr311oznrWro9Oqrr8b/hdMZqy1JvKAfDPCfOCcsdHbRdP/RaFLJTY28LB7mcmHP8b511FFH4XA4OICsPUjVCRziNP+H5Rj8RwC2b+9CEIRlZiYPwETWfdjYsdiApnCY+sRz1IJC9J5Grwb/bW1tXQphHQ6HYavwbMNq8B+NRuM87OHQlf1AcvbfCvCvL/pNFWa8H23zNvLNxrpalN4A/gsKCjhcpvS3JhZXBgIa+HeY2DgHoJ882Gva2rqwm9plzGzwr5j/cLir5l/P/JscXgX+29oMWfe2ffs0uUmVlKbkMoqKiiiTe9Wu5ua04H+PfDaH50hrfcIJJwCim2t7MuZfybBMbPwGUC5BdYNBLcoBuY+XmrA27rrrLgCeeeYZ6tW8zwL8P/TQQ9TX1zNy5EhuvPHGjD935syZAHz88cfUJurqlVwzYc+OBgIo+GkF+K8Dw14Dapa4zW6UqXcnS3J+1UiZWD+PRxRj5zDy8/MZJtf9l5C+EZ9e9tNNtx99jBw5koKCAlqQjkM1NV3eR0iOyWGz5TwzqQ/3kCEoUdXmxAt6IIBCWoU56oCe6+jV4P/cc8/ll7/8JW+//Tbbt2/njTfe4LHHHtN0iT0Jq4C30+nUQG+i7r+3MP9WjcPpdJIvN6Nk4N9s2Q9k7vVvBguvOi0nA/9Wy366HLK6MdhsNtML0TXpT6KPeHu7dcy/PNj3GUlu1GXMZPBfocB/NNolnR9Wbj9WgH+5TzQHAobAu1b2hsgHinOsJ1YxUBImu/3+9My/BOK5Av+DBw+mtKiIILDZqKMsCdkgE8+PMgnsGww89lVH2VIT1sZpp53G6NGjaW9v5wPlu280H9TFKAFgLlq0CBA1e9nUSw0ZMoQJEyYQiUT485//HP+X6pKTcH6F/X7N2aXARJIgjvlPnBPt7doYnCbLA+PAf5IztEbu6f2Ki025nMbp/g2ypfqIBoOoEyYX4D8vL09rUrkCRCYowQ0rJJ9LHuSs+7hh9OuHyvMkErv688vsOdHd6NXg/4knnmDmzJnccMMNHH300dx666185zvf4b777uvx97YSeCvpUSLg7S3Mv5XjSKf7t1L2czCZ/4aGBsNOv71J9mPF2lAFnnsSxxEIaAeq6cW2itXr7OzKuqs5YHL2oUIe6nXQpYjNUuZf7hO+9nZD4L1/0yYAqux2bDlmFVWUyst5c3t72iZCfjnGXHVWtdlsDJbvYpfPZ+ixr61REzX/AOXyOTQY1IsdkOMyo6OszWbj7LPPBuCDxYvFHwaDXd+FOksSAOa2bdsAIRHJNpSZx2233cZTTz0V+wu1/hL27JDu92buEynBvy5LaWY/EIgZA9RDUvC/T86Xw0xyHtLr/tMx/00+H4rKUGPvaajakBUABtbIYTkv80xm/qmqQnH6rYkXdP2c+Br8Zx/FxcX8z//8Dzt27CAQCLBlyxbuv//+nGgcrQJZkJxpPtSYf8gc/PcG5t8M8F9WVqbN330GHUytkv2ojTiV248lF2PZs6Pliy/i/0LP/Ju8eRbLueYPh7sAHG2fMNFuFKBUsmLN0AX8a45DFuxVJXJtJAP/tRLYVebl5VxSoKJIXc4zaCIUVI5QOQRdA2WDrV3BoCHAUv0nHGaDfwneGltaukiwmiX4LzWpqdQZZ5wBwD8XLED75MSzw4D57+joYK9sllctn2M28b3vfY+rr76aSCTCjTfeyJtvvin+Qq2/xLWhG5Nl4D9xXur2KofJ4F87PyE58y+fUb8cF/uqUMz/2hRjUKEuIqUOh5b1z9XnbwZD8K8uhA6bzVRZHvn5FMn135J4lutlqybPie5Grwb/ZoaVAOdr8B+LdODfbJ9/OLgFvzabTSt8MpL+9Ca3H0suxvLAbjFwS9A2T5PHUSTBf6uR3l71GjBZ9qP8wX1ANMFmUzH/VhwiXsW6G2RBAPbLQvUqlyupv3tPo1Dtl52daZn/kHKEyuFYBspmYTvBuOuzWh/5+WDiOi2XgLOhtbVLLUqzvBB6TdITT5o0CZfLxa7du0VDJ+hqq2ig+d+1axfRaBSPx6PtMdmE0+nkueee02oFZs+ezY4dO5Jq/vXMv5mOXCnBv4XMfxz4Nyq2jUapkXtpP2lFmetQ8p1GMO5BoQtlHNAnh3t4nCOYEfjXM/9mvw95oWlNyM5F2tpQK/Y/ivkPBoPs2rWLDRs2GFpY/juElYA3Gfj/WvbTNf7TC34hte7fqnfRW2Q/xcp21cAn2aoDtUgC79ZIJP4giUZjvQZMlv0oaWAIaE/YUzXm3wrwL8fhSwK8ayXDVel2mwb+i+Qe4TdwPkoMBf6dOcxCDJKgaRcYWgmG1ZwwORtULrNzDYnyp2iUoPx9vknz0uPxaI23PlD7QOJ+qYCf7jkoyU91dXW364VsNhuPPvooEyZMwOfz8corr8T6SSQA3pCONDATZMX5/Kdg/s0GepqEGIzBf3OzcAIC+uW4wVfiGHxg2GRLH6o+xpnD2jEF/neDqDlIJvsxuSkiQJH8/i0J7yKsl6NZgKu6ExmD/5aWFp5++mmmTp2K1+ulurqao48+moqKCgYPHsx1113H8uXLzRxrTsNKwPs18x+LQ132A6kdf3oT828l+G8xcNDQNP8myUtUxIF/Pcjq6IiNwWTwX1hYiDoefQlF2OoAdZj8HCDmmOJLArz3y/lSVVRkmuxHuWP4g8GMwX9OZT96ZtFImmeRA1SZahCZ+ByCQVMyHokxadIkANaofSBxz1bAWwf+t2/fDnRP8qMPl8ulWX9+9tlnMfCfMAa97CfRGTCXoWf+o4mSOP1eZRHz7wNj8F9bizpVzGL+1dnsg7QdfpWld14Owf+AAQMA8S4CBuBfXQgtZf4T6zn/U8D/Y489RnV1NX/4wx8444wzmDt3LqtWrWLjxo0sXryYX/ziF4RCIaZNm8bZZ5/Npk2b0n9Ti+Ngeuz3NuY/qtOPRiIR7fcHG/xHIhGtNfd/quwHehf4b25upjPBLcFS8C/XRkvCGKxMpRfKudYajSZP55sM/u12O8USvPgSXMFCFnUZBvDKZ9GcBPzXSklSpddrnuxHL8NKI/sJmiH7SQf+lRTMZOa/jwT/vsTnoNeYm3ghVM9hrwJuBo4mgCHzP0RKp3oSWmHnihUx8J8gM1ESD4fJzmTl8l0EAd9BZP7Taf4jzc2ataZyBsp1KOa/Dfn8UzTiU7a4uQT/ffr00Tod725p6er2I8G/wwrmXxIAicz/vwP4z2hUy5cv55NPPtEKLRLj+OOP5+qrr2bOnDn84Q9/4NNPP9W8YHtL+P1++uiq3w8G+E+UmRwM5j8ajdLR0UGBnLRWdXNVkQr8t7a2aj0crGD+M5X95Pr9KPC/10hPbNGFsE+fPjgcDsLhMPX19ZoUCQ5SJiix6ZuFRXRFktVrhfiDRF93YDLLC+B1OPBFIvgSZT8WdRkG8EqbzS6AU4bK0HgLC80r+JUXEH8kkrSLqQpTNP868B89cIBE2GJV52n1HFoSa1H0l1ITwb/aE/YqcJe4ZxuA/1wx/wDjxo0DRAfwplNOoY/+M2UoG9xcgkujcLvdFBYU4G9vp769nZIk78PSgl8DvX1DQ4M2lirdnm7GGABaWlvpEwolBdkacZHDrIzNZmPgwIFs2LiR3cCwRFJVMf8WgH9NtpqI7fSF6L0U/Gf0Rl5++eWkwF8f+fn5fPe73+Xqq6/u8cByHQeTde8Nsh+3jrnUS3+sauikIhX4V5Ifl8ulXU7MiK9lP4JpVmxWovTH0rUh50NrIsizkPlX4N8PRPRzwsJ0PoBXPm9fgne29j4skP1o4D+x/kGNRf6Z0+k0j/mXJI0fuhaZJo7HBM3/4Ycfjg3oAOoMPj9kFfiX76KLHE3PNJu4RjXwr4qNkxX8msT8l5WVaX1AVqrPTmT+9c4uJkdfeRmrT8X8m7xPxOntDcD/PikZLLfZcJrUH8XlclGg9qo0vTi0vSvH7ycuO5cIvNWF0ArwL59xomw1rhDdAlzVnejxdczn8zF37lzWrVuXi/GYFgeTde8Nsh+n06k1XOmt4F/f4MvMFO7B9PmH1AW/VjrtqO7TTQnuMpYy/zLD0xIOxzua6BrnmK75l+A/CgTq62N/YeEFBMArwbQvsXhMMf8WjKFEycGSgP+wXmNvksZak/1AWitBMxhwl8slahqQXv+Jn6lkPyY3n9PAv4EczYpLqdqn9odC4jlnAP5zyfwDjB8/HoAVKhvW0RG3T4T0xZ0mR1/5PuoTnbD04N/kvUqdn51Ap8H5FZCsd5HdbtrlHMAryTlfW1tKaZ4ZzD/AgBTgP6SaIloh+0kG/uV7sNtsptai9CSyHtWsWbN48sknATHRJkyYwKxZszj22GN5/fXXcz7AXEUy1v1QYf7BuOg3pFu4B1v20y4XrdtkfXVvZv6ttKBN9i4sBf9K2pCgMY/4/ZZZpbmLijRpR2sS8G+23SjowH/iYaa3ljR7DBL8J2MWNfcjE99JkWQ3/ZAW/Gua/xxnCgdJoLertTVe0xyNxoCe2cy/Xo6WjPk3EdxUVFTgcDiIgtCRJ+6XCvBIANTe3q71LskV+Nd0/6oIPoF1DysbXCvAv8yU1ifWwxyEgl8QkpvECKqGgGCaLA90zQADgdTgX52hOX4/qZj/uKaIJu/bxXpbYv0Y5JjMlqP1JLJ+I5988gmTJ08G4I033iAajXLgwAH+93//l/vvvz/nA8xVJLK8vcHn38oxgDH4703Mv1WZkN5S8FtbW3tQC9GTdZ62FPxLiUdLAtOs10yazXjb7XYUh9uql0BZ2GUYwCsvvb4ERy6N+bcC/EsPbx8YN7hS4N/ENaqtzyRj0EIPxHP8bAZK4L2rrS0e6OkdoExm/ovlRawViCbI0ayQ/djt9lh9kvzcuFDgX85b/T7SJ0fdZY899lgANqhLeQL4t5L5j3PC0ssULZT95OXlxSQ3BsW2qsDWabOZy/zLuZ/MElgbj7L6NAn874YuhehhC8G/kq0mGlaE9NKjXhpZj6y5uVmTC7z33ntcdNFFeDwepk+f3itdflT0RtmPldkH+PcB/06zU3UZFvya9X5UMXM0Gk06Lw9mFsbStSH3krZolLBuAw3pC6YskLsUyU26Ve+0Y+GhDknAv77XgBXgX7KbLUAkheTFzMuQJssDYztDFZGI9n5yqfkH6C+fw74EmQltbZYVgRdJ8B8B2vXz0kI5mqb7h/hMUDTaBfyr/dtut+dM6jBY2lXuVNLEBMlN2EKQ5VWN+KLR+IuQPkNoBWkj53pL4sUUCCrwb7eb2oDOm6YTuApLmP8E8K8uQA673TRpoopiSaC1JlyANPDfS/X+0A3wP3DgQBYvXozf7+e9995j2rRpgNANm1mk2dM41At+IbXsx263m6qzV5EK/GuewGbf1g+y7Cc/P1975wczG9QbwH+xBFkAfh3Qs9otQQP/+voHq2U/KpWuB1k6ptkKxyHFbkZJkEDJ0PTuJoJO7XIOXe0l4wYTioHgHD+bomS9BlpaLLN/9eglHvreD3onLJPnZRz41+uaOztjrLN8Dmr/ziV5o0BecyAgslEdHXFMs6bvtgJ0S6KiGeKkJpG2NhT/bglpozItBnr7oJ75NzFUZ+m0zL9J4F95/e+CLnI0zV7U4TAd/CuJYksoFJeF+Y8E/zfffDPf/va3GTBgAP369eOUU04BhBxo9OjRuR5fzqI3Mv9WXkAgNfNv1QXka9mPsCpLVnTcGxquWTkvC0pLUT9piw7oWe2TXCQ/o1XvtKNnWK2Q/ahUuh5kWWTrqKKgoEDzf/YZNIDTnG5MHEuc7CcV+A+HUeKLXIN/j9yz2xL13X6/ZfruVHK0g8786/9fPnszwH9RUZEmIdoFXZj/OH23yVGimH+Iy0iFdOeIpeA/MSuFTvNvs4GJFwAlGW1O04fDLPCv5mUT0Jko+9GTiGYz/6pHTIIdr5XzsruR9ZO54YYbWLx4Mc8//zwLFy7U0ntHHHHEv5XmvzeA/97A/B8s8J/oaAK9T/ZjJgjuDRfC3sD82zweFL+pb5RitVWaBv71B4nVmn+1Njo6YiySzvXICp9/m82GVzUbS7AcBZ3sxyrmP5XsR8/85/jZaOA/0WO/tdUyT3fQZaT04N9COVo24N+svStO4pEo+1Egy4rMnN5mU7dnhnQSIEv2bZUh1O8TMrQLmNngX1//kKLJV9Ak8F+kK7YPJDbYUuDf4TD1GUCsO3x7NKoBfoiBfysK0bsb3RrZhAkTmD59Onv27NEW/PTp0zn55JNzOrhcRm+U/fSGgl+rsw+9TfYTTdWd8CCA/97A/Ft6IdSB/1Y9+JcHqg0ssUorkiAqrk271bIffSpdARwLu4eqKJHvvTmh2RiY01QrMRTzHwDCqbJzOvDvzHG33ULlOJQI/nWaf0trURLkaFZlH5LKfhT4dzo1bbkZzD/AoEGDANgJXZl/pe8+iODfaomiV19kmljwqwf/Zo5BZUHSgH/tDM3xWeJ0OrXeDm2JuEo+AyvmRLGUgkE8cRSy8FLa3cj6VG1ra+Oaa67B4/EwatQodu7cCcBNN93Er371q5wPMFfRm5n/Q0n2ow72tgRHE7Be9hONRjV7UaP4GvxbA/4Vh6OX/YQtdPEAKJIyllb9vNQDPSuYf1kI7guFYjpai3sNQPJmY2At+AdoS5WdC4dN0997JNBrS+x3oAfeVoALlZHSg//exPzn5ZkO/hXzbwj+Dxbzrycq9M5kVuzb8uwwAv9xBb8mhjIG8EWjKbtwmyX7sdlseOSzTsQSGvNvwX7pKilBfUqcbFWffeilkfUbuf3221m9ejXz58+PK/A944wzeOWVV3I6uFxGb/H51zPNh6LsR31OosUlWAf+PTqWMJXu38zxJNP8H2qyHz3z36JzNLHSwg904D/BxcPSDr8ylYrwu8YAACAASURBVN6sLzLVy34sWqNavwED8B+2APy73W6t70IqaV6ks9O0XhAeeRHrAv71bj9WMP8qI5UgRzso4F+vMdcz/3KNmrV3KeZfk/3odObhg8X8684NvezHEvCvxmHAugdNstZMDA38QxeffX1oPUpMeC4eg6alYDGpmixz/W/A/Gc9srlz5/LKK68wceLEOHeYUaNGsWXLlpwOLpeRTnITDoe1hZPrcDqdmmVZc3OzdmnKy8tj8ODBVFZWpmSgcxX9+vVj8ODB2O127fOCwSCDBw+mvLzckjFEIhHtWQQCgbg5ZLfbGTx4MP37948bi8vlyqn0w+Fw4Ha7CQQCtLa2UiEt9RLDTFlWb2b+LZWjud3G4F+5eFjUJKVIMset+jWgB3pWMP9KR6uXmhwM5l/+rM1GRfn6Dr8mhc1mo9DppDUYTAn+Q7p3lWvwXyhlDf6E7rrRtrbYhcMK8C9/Ln09jJVSMK0LOBDt6MAWDguwrwCvDvxbJvtR4D8ajV04rLicqyJXiAf/ch5a1c1V64puBP6V043J+2aJHvwbZPFVmMX8gwT/gQD+JMy/FZdzCgspAhpJqFmzMPvQ3cga/NfV1VFZWdnlz/1+vyVWkd2NVLKfmpoaDhiwXLmKaDTKnDlzANi9e7cGqo455hjmzJmDx+Nh27Ztpn2+inPPPZepU6fi9Xq1z1NjczgclowhHA5rz2Lbtm1xc6a6upo5c+bgdrvjxmK32xkyZAiuHB50RUVFBAKB1ODiIMp+egPzbwlr4XBQbLdDJEKrTmOu2DSr0qaG4N9i4F0iG0v59Gyznvm36CApkc8iJfg32Xmo0OWiNRikNdX61PWFcOaa+Zfgvw3iwE1Y70JlIfiPk6NZWIuiAG8YCLS34wmHBeA3YP7Nlv3sAgF21Wfr1oYl61PJ8iCO7ba6oZPS2xuBf7OaanUZQ5JnkRiK+XeawfzLtdGW0HxOyzZYsV8aMf+hEGELmiH2NLIe2YQJE3j77be56aabADTw9txzz3HiiSfmdnQ5jGTgf8iQIRw4cIDKyko8Ho9pF5hAIEA0GmXQoEEaiK2vr8fhcFBSUqJtcGaGx+PB5XJRVlampXPb2toIBoM4nU6GDBli+hhCoZDG6ldXV8cxJY2NjdhsNoqKirT28JFIhL1791JTU8OgQYNy9n5U9qVDX8RmMFY4OG4/h4zmHyhyOCASoUWna1bpfMtkP8peUt+p0WJ9t5ZKj0Ri7KbFjcYA3HJ/ak/oWgnWgf+iggL2+/34U9XkWMH8QzzLa2HnaRDPAbrK0azo8Atin7LZbESjUXyBgAD/EK/5t1D2EwHs6n1YXZCvk/1E29o0aZrWaMwqxzzF/EejXZl/5ZhnNvjXS6AyYf7NBP8Je4TqiG6JQYKRW91B2LO7E1mvmAceeIBzzjmHtWvXEgqFePzxx1m7di2LFi3i448/NmOMOQkjkFVYWEj//v2prKykXNdsyIzIy8sjGAyK9tw62Y/6rxUN0tSlw263a5+nFqfNZrNkDHqtf0FBQRz4T/Y8Kioq2Lt3L6FQKGeskvo+nQYAR8XB0Pz3BtmP5favTicEg/EFU1Yz/7IOpLWjQ7DuDkd8wa8V4EIy/x1AR1sb+RB3AbEC4ECMpQvptNUqrNK7F8r1709g9fQR1F3cc33IagW/kBT8W8L8q4zUQQL/NpsNr8dDs9+Pr6ODw1Jo/s1i/vv374/NZqMzGqUOqFJ7ptUduOWcCAHtfj+qxFyTKFpEVGh22Ubg3yq3Hz34T1Xwa6bmX+4RbaoWRV1C1fllEfOvDCs05v8gSDW7E1nP1kmTJrFq1SpCoRCjR49m3rx5VFZWsnjxYsaPH2/GGHMSRiCrvLwcu90eVwBqViiQG9E15VDFv1bJpdQYjIptD4ZkK9FmM9nzUJcWo3F3N9T3PFjgvzf5/Cf2XLAc/BvomjWfZKvAv3ofwaAh627JZUxXe3IwWSR1UAcTGgiBhbIfxXin6h6qA//2HL8fzRwB4pxdLJf96C+lKtrarM1IqeZzCRa0ALhcprv9OJ1O+sqLcS3ELmP6i7EF67OwsFBj+316n399R1kLQgHvFuja5Etpza1k/lOdoQr8m6H5V+C/szPuOWifaUFTxDjmX2Wu/1OZf4AjjzySZ599NtdjMTWMXFVsNpv2y+xIBf6tit5wAdF/TrKfP3EsZoxNgf9URd6HitVne3s7oVBI+zktB//KaUfPsKoD1SK2u0g+i1Z9R1e9ptiCcTiKiylESE18zc30TRiDVcy/+llDBpdtq7oNK7mLP8WFX4F/J2DLMbhQmbl2INzcrHWhjmvoZIGsoFjJ0RI89i3NSBUXQ22tMfi3wO0HxPuoq6uLr8GwMAMC4vwsdrnwdXbS7PdTJf/cameXYj34T1gfWqNMk/du/QUk0tGRlEU2lfmXWbE2NS/z8iAajentLZL9aFbVCvxbPC+7GxmNzKgba7JQk6K3RTKQZRXoTWVxaTXzfzAvIKnCyotIJsy/mYWvvQn8g5D+9JE6Z6ubzymbzRbdBT1sNfiX+5Ye/Ef0zi4W2cZ5keBfFT/rDxKLmnw5Ffg3Yv7VWMxm/tWFMBXzr1hOyHknT302ONDQoB3wetmP3UKbaM3T3WazHFxozecSLGgBS2Q/oJNJQiwTY/HlHKAkPx9fZyc+tVdFo5YTFcX6YtuE9WGZ1acO57X6fCRDfUETC1+17Jz+UtrREVsbFsiYsdtjhhXKNMbiy3l3I6MZUlpaSp8+fTL61Vsjmbbaqsg16x6NRrn++uspKyvDZrOxatWqjMdgBPh7A/NvJfjvrZp/K2U/LpdLuwTpdf9WN58rlgxOi77ztNXgXx6orTqbzbDFzXsoLNQO0WZle3owmH8l40jF/Jt8sCqteyrmP6gKLW22nIN/fc1Rm74QXdWi2Gwa6DUztIxUEjmaJeBf33xOZ0ELCNmP1eBf7Zn6gl+rJDdyXvjUzx8MxnpfHAzmP+H8sqrgNz8/X2tu5TNwBVNhKvOvGoYmZGu1OWGF7Of/s3fmcXZUZfr/3rX7dqeTdFZCEhKyEAhJ2AJIohD2TWJmcJxBGAnMsCgMu/xEBQZEAcdhAHVYRh10ZhQdEUFUEBGiLEJMBsIa9gCBkIVO73333x+3TvWp6rqd252u856k6/l88kn37eW+XXXqnOc853nfl95eHO2K/O9Myv+jjz7qfvz222/zpS99ieXLl7vVfZ566il++MMfcv3114cT5RCgq6uLUqnkEuCgZLYwEeS33x7V/cEHH+Suu+7iscceY8aMGa4nsj8oUq2/r6TtB2D58uVs3bqVX/7yl9Yp/zu77Qcq6v+WLVsCyb+xGBwFp12piZqaZuz0wamx31Esukl0Rd3iYWISr6tDUc6suh8CyWNqofYr/6VSCTVzmPL892v7URtEGHLyH4/HaYjH6SqV6AxKRJcg/6rMpmHS65L/Uqk3udOw7UepvJ7qSxI9MJxNaZtWbtT0BsSt9gPVyX/IscRiMUYmEmwpFmltb2dKle8rhCgkBZJ/gZPSpnQaslk61Jy9gyj/NUV22GGHuR9fe+213HTTTZxyyinua0uXLmX+/PnceeednH766UMf5RChs7PTtTpI2X5KAUfpg4nhjTfeYNKkSSxatKjmn9HJf7lcplgsitp+JJV/28m/MRXJBvLv9zXncsYXdZf8l0ou+S+YJv+xGGnnCDkXsJCYqvNfzfZT1PJjwlb+G1WVG7UZC5gTFPlPhaD8AzQkEnSVSnTp5F8loof0nn4EnUgZV/6dE31PTXc94VdK+Zfofq2Sn9VcJbABqXc2QjmodF3WoMi/iRLJ9c74z/ZTkStU8u+soX7l37WCmbJJOvddnUSaLkE7WAx4hDz11FMsXLiwz+sLFy7kmWeeGZKgwoJOtKRsP0HK/0DJ7vLly/mnf/on3nnnHWKxGNOnTyebzXLBBRcwYcIE6uvr+fjHP87KlSvdn3nssccYPXo0TzzxBH/zN39DXV0djz/+OAArVqzg05/+NPX19cyYMYNrrrnGczKydetWzjnnHCZOnEh9fT3z5s3jgQceAGDLli2ccsopTJ48mYaGBubPn89PfvITT7w///nPmT9/PplMhrFjx3LeeefR3d3Ntddeyw9/+EPuu+8+YrEYU6ZMYdWqVUbJv20Jv6b99kHlPk2T/4yzoHare6HX1zdF/p1Oph3lMmWH9Ork39S1UMf1eTUuDDcygt7x7rf9eOrqZzKECdf2o23G/AhT+YcK+Qfo0p8NpfzH42aUf538S9l+dPKvbUqBQPIfpk1SMuEXAsi/gMqruo0XoI/n31TCL/TOVbn+euWE6PlvVOV4q3RENzVnK3tRUXBMDAYDnr2mTp0aWOnne9/7XiiNqtavX89pp53G2LFjyWQyzJ8/n7/85S+D+l2eaiJafXsX5XJFVQjhXzKbJd7dTbmjw/N6vLubWFdX1QUuCLfccgvXXnstU6ZM4YMPPmDlypVcfvnl3HPPPfzwhz9k9erVzJo1i2OPPZaPtK6pAN/97ne58MILefnll1mwYAFPPvkkV199NZ/73Od46aWXuOOOO7jrrrv4+te/DlROKo4//nieeOIJ/vu//5uXXnqJG264wX2wenp6OOCAA/j1r3/NCy+8wNlnn83f//3fuxvBDz74gFNOOYUzzzyTl19+mccee4zDDz+ccrnMxRdfzGc+8xmOO+44PvjgA/7yl7+wYMGCQd3bgULa82+T7QdkyX/CIXpFrYa4ceXfIf8FehczvYOsqUk87VzznBoXeq8BQ0qWa/vxdw/Vyb8h5b8/8p9X5D8kFb7RGXt6Xo6nm6sB8t+kNqV61+dCwWypTz3BtB/y7xLPsJV/tSkXmCdU8nOrmhsENiC65a7kV/5D7Kjrh+olkK+B/IcxJhqCyL/gZkwVqSCf3yHI/4Aj+7d/+zdOPvlkfvvb33LwwQcD8Mwzz/Daa69xzz33DGlwLS0tLF68mMMPP5zf/va3jB8/ntdee23QicXbVP67umDEiL6vDwEmO/90THX+OcGBM8FtC6NGjaKpqYlEIsEuu+xCZ2cnt912G3fddRfHH388AP/xH//Bww8/zPe//32++MUvuj97zjnncMghhzBz5kwAbrzxRk4//XSWLVvGjBkzmDFjBl/72te4/PLLufrqq/n973/PM888w8svv8wee+wBwIwZM3r/rsmTueyyy9zP/+mf/omHHnqIn/3sZxx00EF88MEHFAoF/vqv/5pp06YB8JnPfIZSqURjYyOZTIZsNssuu+xCPp/nww8/HBa2n201+TJp+wEv+TeZdAyQdI6xXZuJNnma2oDUO7YfqHR9rsNrDYwbIHqgkX9Ba4Nr+/Er/3pTrbDJv6pvXypVangH/O2FkMl/g0NYurQTILehkynPv7PWtevkv1g0q/zrNd39th+N1IVp+/F4/jV7oOlnY5TDD9oKhcqmNJvt3YiZEku061vIZtElAVOef9DIf38VuZTyHyb5V3MEiJwau+RfnVzrz+fOVOf/hBNO4NVXX+W2227jlVdeAeCkk07i3HPPHXLl/8Ybb2Tq1Kn853/+p/va7rvvPujft03lfwfFG2+8QT6fZ/Hixe5rqVSKgw46iJdfftnzvXvttZfHa//iiy/y9NNPc9ddd7nXolgs0tPTQ1dXF88++yxTpkxxib8fxWKRb3zjG/zsZz9j/fr15HI5stmsO1nvs88+HHnkkcyfP59jjz2WY445hj322MMlvzps9fyHsbBEtp9eJP3Kf6FgfPJMaaXrXOVf3QtDxB8024/gEbJr+/F5/nXynwiZ/Lu2vIAcKTeesD3/Tgwe8q9qusfjZjz/Tud5ZUeLgff5ME3+1XyliI42R5iw/XjIv8A8MVKRf5WLohE90304oDr5N7ERSfnsXkEI0/bT4Ag2XdC7GRVIwHZtP+o66CdzOxP5h4r15xvf+MZQx9IH999/P8ceeyx/8zd/w4oVK5g8eTJf+MIXOOuss6r+TDabJastUnqPgm0q/w0NnlbuQ4kNGzbw/vvvM3bsWFcBX7duHVu2bGHSpElMMtBlGCCTyXjIf2dnJ2effTYnnXRSn41VfX09mW14e//lX/6FW265hZtvvpn58+fT2NjIRRdd5JLqRCLBww8/zJNPPsnvfvc7vv3tb/Pee+/xn//5n+y9996e3yVB/qU9/7lcjlwu16eL8XAi/wm/8l8sGq/fHR8xggRQBHLOQhJmd8pqSCsfrdqUSir/ftuPM6/GgVjIFiRFpIrlcp8upm48imyGZftRFYc0u5Py9SYTCTPKv0P+S0BPdzcZkFX+1fqo1k+diBqw/XSBh/yLJfwq8m94Iwbev7XoE69cm42BWAZE/sNQ/h3yX7UClKn7oci/OgEx/HwOFjVFtmbNGubNm0c8HmfNmjX9fu9QerbffPNNbrvtNi655BK+/OUvs3LlSi644ALS6XTVqkLXX38911xzTeDXdItFIPmPxWq23gwYjY2UMhlKmYz7HuWGBkpdXZXPt2PxmjlzJul0mieeeMLdWOTzeVauXMlFF13U5/t18j9//nzWrVvHtGnTmDVrVp/vXbBgAe+99x6vvvpqoPr/xBNP8KlPfYrTTjsNqOQIvPrqq8ydO9f9nlgsxuLFi1m8eDFXXXUVu+66K4899hhHH3006XTavRe2Kv9hKllQGZcqHtOWGxvIv6v8q3EpsKCSyZAGusGttFM0qKIpuLYfRTgFroXb4beK8p8Ej90jDHjIfzXPv4onLOXfWdS7NPLvVvsx5Plv0Eo4d3R0VMi/NiaMlPrUyb9KtlVERxuTxqr9BJEs08q/ykURfD7Bm5cEZm0/Sqjo1/ajeiCEafuB3nEpUCBBnYIWtZycncb2s++++7JhwwYmTJjAvvvuSywWq9ooaiir6JRKJRYuXOieMuy333688MIL3H777VXJ/xVXXMEll1zift7W1ubakfQKNqZtP2HW2G9sbOTzn/88X/ziFxkzZgy77bYb3/zmN+nq6uIf/uEf+ny/HsNll13GZz/7WaZNm8Y555xDPB7nueee44UXXuC6667jsMMO49BDD+Xkk0/mpptuYtasWbzyyivEYjGOO+44Zs+ezc9//nOefPJJmpubuemmm/jwww9d8v/000/zyCOPcMwxxzBhwgSefvppWlpamD59OgDTp0/noYceYu3atXR0dFAoFIZFk690Ok0qlSKfz9PZ2enmsQxr5V+NS/0o3RTxTiZJUSH/eZ/ybywGAtQ0AXVzW7afJIROfF3yD9Wr/ajnMyzy72xKu7Q5ws0zMET+E01N1AFZoEudYtvg+VdrqXYNwrT9eDz/gvZAVZbYJf8CKq/+Pn7l32jCbw3k3+3wG8JJYYN+GhRUIMGU8t8f+d/Rlf+33nqL8ePHux+bwqRJkzwKMlQ86/0lFtfV1VFXpQGNTv5Nl/pUhDaow+9Q4IYbbqBUKvH3f//3tLe3s3DhQh566KHA5Gj9fQ8//HD+7d/+jbvuuovvfe97pFIp9txzT/7xH//R/Z577rmHyy67jFNOOYXOzk5mzZrFDTfcAMBXv/pV3nzzTY499lgaGho4++yzWbZsGa1ObeyRI0fyxz/+kZtvvpm2tjamTZvGpZdeyuLFiymXy5x11lk89thjLFy4kI6ODm6//fbtyuuoFdLKP1SsPy0tLYF2NFNELyjx2Ljy78RQEFTTSCZd72zOUZHcI2sJ5V+NS4FroTbGfttPUS+tGTb5d2LoT/kP2/PvVhzSbKTuNUgkjHj+aWggSYX8F9UzKkT+W6G3qZSQ7adTf299Y2yqGpfDLQpqXAo8n3rxgT7KvyL/Jm0/tSj/YZB/Z0PYBaA2xgI19vuQ/50p4Ve3klxzzTVceeWVRgja4sWLWbt2ree1V1991Y1noAgi/zuq8n/RRRd5LD319fXceuut3HrrrYHfv2TJErLZLGvWrOkTwyGHHMLxxx8faPsBGDNmDD/4wQ+qfu2Xv/xl1Tj32msvHnzwQc9ra9asccnN+PHj+d3vfgdUEpdbWlqq/q6hRC2e/7Ar7wSRf+OVdpTCqm2GjcfgLOwu0dM9/6Ymz0Sil/w7yr97/wXIf16rHCGl/Pdr+wl53qzF9hO2598lF/m822jM7TxtalNaV+cu0kV1Ome61Keu/GvlDIHAhN/QPf9abpBpkqXuu07+TW9AoPIMFtBqyzvIG5yzXPLfXxfuMD3/OvlXG2O92o8Nyr/F5H9A8k0qlRrycp794eKLL+bPf/4z3/jGN3j99df58Y9/zJ133sl55503qN8XZPsxhSDy7/+ayRj8cZiselTtWgwnzz8EV/wxrrqrxSxgY2zM9qOUf5BT/mMx1DSd7+6GUqlXtTK4qKvj+pxm+zFuK1AdK/0JvyE31dJRk+dfkf+QKu+4anM+7xLOgq78m0AshnqngvI1Cyn/ObRurmq+kKj2I2j7SfpPpISSO90xIZnwq4QKG5R/rSmi8Q2hGhOCm9LBYMBnt8uWLetX6R1KHHjggdx777385Cc/Yd68eXzta1/j5ptv5tRTTx3U77PB9hOk/JuOQX9vk4Tbj2p//3Dw/EP/lhtJ5V804VdwQfXYfiTyDtBsP2quMpzcCZrtx6/8h1xXX0dCtx7VovyHgAZnc95VKLiEs2j4VAx6j+eLKvHY8POh8oIA2rQNiBOA+zVR24/hGvuBQoVBoqfGfNF3cp2XqPbTn/JvgPz3AKUAz7+pk5i4LlTAzuX51zF79myuvfZannjiCQ444IA+9dovuOCCIQsO4JOf/CSf/OQnh+R3+ZX/dDq9w9p+ticG/b1Nb0D8ceiIlH/zdf7V+4gq/+r0AfosqCaP0tOxGJTLLvk3fXwMmu1HLaj5vPE4krq1QYOI7Qe2Sf5TIeUfeMh/uVxpPueQK5PjMuGMy4IQ+U8kEoxIJOgoFmnr6WE89Kv8h97kS1BhVSRWWqiopvwbTfj1z1UBUHNIKkTyD9Dd2kojyCj/znUI7FOzM5H/73//+4wePZpVq1axatUqz9disdiQk/+hhKTyr5J0bLD9BMVhg/IfkX8524+o8u8k0ZWAcrFITMLzTy/5z/f0iE3gru0nIHnM2P2oZvtxyJ2J7raehN9qdf71aj8hoNGxu3Sqmu5a52kR5d/ZfJXyedSdMVbfPpVyyT/Qb6nP0G0/Nij/QQm/ppX/ctl9JhXyITbV8mNAyn+VIizbA70HUVdbW4X8a12fTeeBlCSr1Q0CAx4hJqv9DDVsTfg1BVtsPzYp/1JNvvQY9A2IadtPkPJv+vRBPxIuFgokpYi383+up0ekcyf0tf3oRE+62k9Br6sfMmpR/vN62c0Q4NYR16pQSZwGeZT/ctlzX0zFMTKV4v2eHtq0BltOAO73GGvyFaT8G86H0U8pTW9AQNsQ+tYv6zz/zv9hkP94PE59PE5PqUSXlgxvvNqPLlT4YrBZ+TfXutIC2JbwO9xtP5LKvw2efxWDvgExTrz7Sfg1tgHRyEIhn5fz/OvddYWIXlrV2HfuQVG7L6aV/z7k32DCbx97RQDc5zMs8u943btKpQrhFFrUXX93Nuuxo5mMY6QzJlr9yr/27Jqo9pOjt/+GSHdd/4mUlO3HGRN9bD8S5F9I+QdodP7OLm1TanxM+D3/O0iH32FF/nWSZUPCr/9rknFEtp++kCD/xv32yq9oge0HHLIr6fnHafIlNIGrRTsXQP5Ne/6rVvsxafuBbZL/VFi2H2U1CbB4GPf842yMtRjA3JjIOO/To1WhcgJwv8dEky9wqi85MRgvg6s6sYO87Qfv/AAa+TcQyzbJf7mMWtnCIv8NivyrTameI2XY9hMp/xbDVtuPJPkf7rafWsh/WAtLkOouVedfNOFXs/0o5V9CdU/5lH+Raj8+8l/QFlZjth9FcHyqu1vpxoTtpwbPv0s2Q7o/bsJvQE13k70fkrrKq21KweA84TwbejlDwKP8h2n7qaurI+5ch041V0nYfvQTKcHToKrKf4gJtn5sk/yXSqHafkAj/0FNEQXJv8T6NVAMW/Jvk+1HMg6JGBQk33tbnv9yuRy6/cUG5d+mhF/oq24atdw4z0Yum5WLwbegitt+tGdUotRnEcQSfhuUz1w4uVMRvWKA8m9sTPhzg/pR/sMg/7FYjEZnnujSYhAt9Slo+6mm/IfZVMuPlC8/qQ/0a+M0whpq9Ef+E1LkP7L92AfblH//1yTj8Mfw2GOPEYvF2Lp1q7EYbFL+iwYUVxvIvw2lPuPaJF0sFMQ9/3nJ0weVi6KUfwnbz7aafJm2/WyL/Ic0TtNONZEc9LX9hPz360jqth/t2YjH48bWDqX86377yhfM2H4Al/x3auRfTPkHV/mX6PBrhfKv7IFVnk/P/QmZ/Hdq5N+47Wc4JfzefffddKlmHzsQ1GJRLpcpVRuwIUFN0vr7bg/ZXbJkCRdddNGg49CV/3POOYdrrrlmwL9rsLDB9rOthF8TpMsm24++2TGddBxLJnvrVvtUd5MLqo22H/2+xA0RzpTf1+wg7KZaOgZC/sOq8592CEsOKjYXAWIBeBs6SSUdK5FAK0ELGLP9ADQo8q9KrwqIBAn92bBB+fdZbqyy/Zgg/85YE7X96HMV7NzK/xe+8AU2b97c52PboSYn/YGxwfMfBsrlcqC1yWbbj03Kvwnyb7vyb2ziSibd0nXWVPuRisGnprkbMZMqbzXbj07+Tdp+qtgKFOkITfnXyb8vEV3E3+1/NkzmHfjJv2HbD0Cjcz86VdM1iYRfZwOiK/+S5N+/xrsJvyF57HVsU/nXxmpKS9geSmQU+deSwKNSn7WhZvI/c+ZMTj/9dO68804KhYK7EP33f/83bW1toQU4lAgi/6YwlE2+li9fzooVK7jllluIxWLEYjHuuusuYrEYv/3tbznggAOoq6vj8ccfZ/ny5SxbtszzXv/6r//K8ccfD8Cll17K2F8hAgAAIABJREFU6tWr+f73v+/+rrffftv9/lWrVrFw4UIaGhpYtGgRa9euHcRfX9vfa1Odf2nbz3BK+CWRcJV/pW6KNPnSbT9CSVt9qv2oe2HQZqKIQ74K+TfS5Eu3V1R5RsMu9alsP/nKm4mdBrnJtk4MEuOyqu0noNRnaLYfRf4tKPVZcN5fbEOo7oe/yZcqrWnC8+8rS9wHBpR/f2lkTyM+A6cf4PP8+3ODLCb/NUf2X//1Xzz++OM88MADdHV1ccghh3DCCSeQz+dpaWkJM8Yhg1osqiX7lsvl0OxM+Xye7u5uoNLRNRaL0dnZSTabpauri6ampppJ7y233MKrr77KvHnzuPbaawF48cUXAfjSl77Et771LWbMmEFzc3Ofn/W/x1VXXcXatWtZsGAB3/rWtwAYP368uwH4yle+wr/+678yfvx4zj33XM4880yeeOKJQV0DP4a78t+f7Wc4JfySSFih/Lu2H5+9wqjtR41Ln/JvVOX1NzJy4PH8h4xalH9FRMMi/ymHsBSBYk8PCakmXzrRkyKbFth+FPnvKhb7WG5ESn0KzlXVbD+u0h4S2dbhP6XsAwMWnD6NxgS6w3uUfyE72mBQc2SLFi1i0aJFXH755TQ3N3PbbbexZs0aisUiixYtYsaMGRx66KHccccdYca7XdiW7aerq4sRTnk30+jo6HDrSm8Lo0aNIp1O09DQwC677ALAK6+8AsC1117L0UcfXfVn/bafpqYmUqkU9fX17u/S8fWvf53DDjsMqGwsTjzxRHp6eqjfjsnFhoTfWj3/sVgsNK+17bYfY6RXs/0U/X57CduPpPVIjQlF/k3fC3oJTgkoFYvu8bBHaTdp+9nGM5oKOeEXIN/ZSUK6yZdgMrxr+1FET8L249wP1/Ov13Q3dVKqbQjxnRCafEbdDaFv3lYrqlHbTxXlv5TLobYFoZF/30mprvwbq/bj70mysyn/ixcv5hOf+ASLFi2iVCqx7777ctJJJ3HDDTfw9NNPs3nzZv74xz+GGet2Q9L2YwoLFy7s9+vViHW11xcsWOB+PGnSJAA2btzIbrvtNsgIZRqK+VGr8h/mw9tfh1/JhF9J209BsMGWW2bTJtuPKt1nkFikfH0XFAn2eP5N2n6kPP+aTznf00O90GmQh+jpxELS8x+g/Idt+2nQbT9SCb/O31sGStkscRs2hA70dcQGz39RW1vDsuD0sf0IWsGkuz4PFDVHdvHFF/PUU09x/fXX09HRwYknnsinPvUpisUiqVSKQw89lEMPPTTMWLcbQbYfnYg2NDTQ0dERynuXSiWeffZZAPbZZx8SiQTPP/88+XyeOXPmeDoYbg/8pwfxeNyjsMdiMc/fv62EX13FCapYtD3wv7f6vTbZfsJ8eG3w2wcp/6Y3IB7bT0+PHPHW61ZLbUCq2H4klH9wyL/zsUiTL6ju+Q+Z/OvWiVxXF5TLMkRP9/wLWF2g9xpLNfkCTfkvlcQTfgGK2SxxoXnCTQLXRBud/IfVVEvHtsh/XnXdJcRn1E/+dduPKc+/X/nXTx8MPqMDRc2j9dOf/jSf/vSnAWhububCCy9k9erV5PN59tlnHw4++GAOPfRQoyUjBwq/8u8nmbFYrGbrzUBRLpfJOJNXJpMhlUqRyWRIJpM0NjYOmPCm0+maTjDGjx/PCy+84H4ei8V49dVXaWpqcuNKpVJGS59u62+1IeFXSvmXavJlle1HuNKOpOc/pdt+ymW3goRRldffcVl9bNL2U4PyHzb5T9TVEadif8p1dkI6Lev5d8qNWlHqs5+E37DJf5ci/3pypymVV29I2NNDSup++Dsu453DTXj+Uz6Loh+FbNb9OCwi7t+AlPL5XquRafK/gyX8Dvrs9uijj+a73/0u9fX1PPzww5xzzjls3LhxKGMbcvjJv8kboxPabTXYqgXTp0/n6aef5u2332bz5s1VyfsRRxzBX/7yF370ox/x2muv8e1vf5s33njDU+pz0qRJrF69epu/a6ixIyT8miT/pVLJvQbD1vaTzYqpm67tR7CqivL853y2BqMbEI3g5LXnw7X9mPb8b4P8h+X5Jx53Tz1y3d1iil5SV3mlPP9KJOhH+Q/b9qPyzLoV+RdM+IWK8i92P/zVl/Ap/ybI/zaUf70BWdie/8CO6IY8/3G1hsLOT/7//d//nXHjxrmfT5o0ib/7u7/jtttuG7LAwoDf9mOqaY5CtRr7gyG7l112GYlEgrlz5zJ+/HjeeeedwO879thjufLKK7n88ss58MAD6erq4sQTT/R8z2mnnVbT7xoqVOt5IJHwWyqVAk9QJGw/ehzDKuFXs/0UfU2+RGw/giTLY/sR2oDEA6wc+sdGbD/KZgJVbT9he/4Bl/znHTta2NVLguBeC3+jMcvIf9i2H/e0NsD2Y0z5196nT0NCiTyQAPKfBGImmnwNQPkPq3BDnxwpfQNkKuFXFUjYWav96DjllFPcj1966SV23XXXIQsoTPhJlmk/ViwW85Dc7SG7e+yxB0899ZTnteXLlwd+7zXXXOPasV577TVaW1uZNm2aG8O0adP4zW9+w4QJE9yfmT59eh9lft999x2SpmA22X6gov5ntMoeYMZr7Vf+TfQW8MNW5V9Eddc9/1JdhvUFVWgTFHNsWAX6Uf5Dhhp7JaCczxM0IxQMnOAq+pDr7oaGBvka+9K2H8FqP+6zIWivSAaQf8kxUQwg/ynwbMrCgqu6V+EEivwngFhYvTj81dH0Et2C1X4kxsRAsd13ZOrUqVYnNejwK/+m4/Y3+pLorjuUpw/bi2rdjk2T/yDfv4TtR5+4hpXyH4v1Jvz6Sn2KdNd1lH+RDYhS/h0FSaKMIImES3qDPP8mGo7pf2+xmjVPVUIKMZ60MxflurvFVF4P0bPB9qOqmoBR20/asaPlNIXV9POhuwUk85OClH93zQIz5L9G5T8FodkE/TGIrKF6ftLOZvu5++67a/6F77777pA1gRpq2KD8w9B4/neGGHSY3gjp6lSQ79+k7SdI+ZdM+DVe7QeqJvwa9brrR8hSGxDVRKhcpiyQ0Ah4qy8FjQvLyH8qxGvjev4lbT8WKP8JXfnXbZJ6AmzIth9VglZS+Yfeucpv+5FO+DWu/OsnMQHwNAUMi/z7PP8mmnP6saPW+a9pFr/tttvYa6+9+OY3v8nLL7/c5+utra385je/4bOf/Sz7778/W7ZsGfJAhwK2kX8J1b1aDCZRzfPv/3qYiMfj7v2XIv9q8gzy/BubuHQ/sQOJ58MtXSe4oLq2H5/CKpZs290tpvyrqx7Yg8IS8p83YftxxmVe0uKhl9mUKvWpK/96AnaA7Sesa2OD7Qeo2pBQWvn3kH8DsWxT+VfkH0JX/lVpZJXwG2ZzTj8U+S8B5Z2tzv+KFSu4//77+fa3v80VV1xBY2MjEydOpL6+npaWFjZs2MC4ceNYvnw5L7zwAhMnTgw77kFB2vZjA/GuZj0abrYfqKis3d3dgeTfREWo/mw/piYuK0p94qhD5XIlYUvKcqOrSEIqrycXpbtbTPkPtP0YSLDtDWEAtp8wlX9l+/Ep/ybzQFzVXdLzr+YJx27jQlkeikV3Dg8t4depYJPTqv2IdNd1/i8InlImA0QblZ9jjfLv2H5CVf59Mbgd0Q3ymYQ2Z5eKRbFO4ANFzZEtXbqUpUuXsnnzZh5//HHWrVtHd3c348aNY7/99mO//fYzXj1noKhW598UCdffT4Ls+mMIet1kDLV+Paz7o8i/lOe/mu0nHo8bux9WJPyiKf++GvtGq/0oFUmwqoonFyWblWkWo9t+AnpQGFf+taohOlzyH2a1H0X+bbB4WOD5L1ZR/j015nd2248SKhzlXzwJ3IFqqpUEjx0rLKR8DQn9KGjVh8Ii//4KUO66bXLt0su/5vMkdiblX8e4ceNYtmxZGLGEDj/Jam9vB6Crq6tPtZcwYBPxljx9UAhS/oOuhVLmh5oA9VfrX8L2I+G1V9e0XC5TKpWIx+Nyyj+yaprb5EvQ9pPwKf8iVSNss/1Ua8SnPP8hqpwp52+VtP14/PY2lPoMIP+eGvNh2X4cQpsHsTr/gLcymXAOhqfJl55ga9L2U4VD5E0q/6oposE5SsFP/ncUz7+9kYUAP8nK5XKMHj3abU7W0NAQKhFXBDebzXoGRU9Pj7FBoohdPp+np6enz+cmYygUCu576gRcj6NUKrFp0yYaGhqG/Bq5Sq8w+fdvSiW8vOr94/G4iC1Okf9iPg+lkoznX90PQdtPLJkkDeTw2n7Eqv3opT4Nqmo1ef4llX+DY8Lj+ZdSu5VQ4bf9qMZ4GvkPzfajV/uR3AjpFkXh06CCnvCrk3+Tdf4lE379yr9Ba6JCH/K/syr/zc3NgQQ5FotRX1/PrFmzWL58OWecccaQBDiUCEr43WWXXQCMdCfetGkT2WzWvVabN28GYN26dcYsUy0tLbS1tZHL5eju7ubDDz8kl8sRi8X46KOPRGKAyuKxefNmYrEYb731luf74/E4u+2225BvzGxR/iXJv/5ehUKBVCol0gE7oSv/sZjIou5W+3GStqRUd0X+8z094sq/lOc/FosRA8psW/kPk4innXk550vuNOr5V0SvUBC3/XiU/3i88g8wUWXFY/sR3Ah5LIpCFbk8eSAOPOTfhOffb8Pyrc+u7ccA+VflX02WI1bQOwkXfT1idiryf9VVV/H1r3+d448/noMOOgiAZ555hgcffJDzzjuPt956i89//vMUCgXOOuusIQ94exBkr4jFYkyaNIkJEyYEer+HEldddRUrV67k5ptv5uMf/7jbaffZZ591W5eHjfvuu4/bb7+d0047ja9+9atcdtllvPjii9xxxx0cdthhRmK49957ufPOO/nc5z7Hl7/8ZQBef/11zj33XJqbm/s0L0un06FsjqTJvz/ZVqTEpt60RrAalkf5j8dFlX9/qU+TRI9ksrexVE+PuPKf1/z2plW1BFCgn4RfR3EMNeFXkX+/7Wc4K/86+VfVkJy1Mx6PhyZkuQm/UCH/Qgm/nlKf0gm/uvLvnJibUv7T2yL/JpR/XwWoooHTQD8SWn6Fv0O9zT2wBjx7PP7441x33XWce+65ntfvuOMOfve733HPPfewYMECbr311iEn/zfccANXXHEFF154ITfffPOAf74/cpNIJEK/UVu3bmXdunV0dXWRSCRYt24dULEbpQ08rFCxHK1bt44tW7ZQX1/P+vXr3ThMbUC6urpYt24dLS0t7nuWSiXWrVtHT0+PsTjcycuSJl822H6k4nDVzXwekkkZz79eNk5KvXGUfxD0/MfjvQRHs+C55N9UJapYjILm4/XD9fyHOHe6nn+/xcNknX9dddfJpgT515X/RKIP+Q81/0L3/AsmPyvlX6m8InkgAbYfT2lNE55/P/n3wYTyr6xg+VKpYheVTvjt6aG8s3b4feihhzjqqKP6vH7kkUfy0EMPAXDCCSfw5ptvbn90GlauXMkdd9zBggULBv07pOv86x5ziZruegx+wimSrBTQnTDMxcMPaeXfpnsBdij/BcFjU7dhjN/2Y3BM6uQ/L6j8u+Rf9/wbHhfqXarZfpTX2IjtJ5v1WDwkVN6CpNVFL/Wp7oem/JuYvz3k3zdPiMxVkp7/IOXfQEddHYr8l6iUuPRDzR0pE55/ZftxrofJ8RBLpVB/XTGb9YgVOxX5HzNmDL/61a/6vP6rX/2KMWPGANDZ2UlTU9P2R+ego6ODU089lf/4j/+gubl50L9H0l4BXrInUdPdHwPI9DwIIv9hN4gJQi0Jv2Fel2q2H5P3Qi8rKqn8u+UMJev866XrBJV/3fYj5fm3wvajW8ECUDBB/lXjN7/Ka1L5r9LkS6zOfz+2n1AtWLrtJ5+nVCig9GbjCb/IJnf26/mPxdxcjDChn7jlg9ZQg55/lQdiovxvHyQSvUJFNism7A4UA47syiuv5POf/zyPPvqo6/lfuXIlv/nNb7j99tsBePjhh4fUP37eeedx4oknctRRR3Hdddf1+73ZbJastmC1tbW5H0sr/7rSLKHygh1Wk/6UfxGyZ5nyb3pcJhIJCoWC6CbEk9Qo7fkX7KSKU+0HZD3/Hl+z+lgtrKY6Z+r2igC45N+E7SeX8yZ3mvT8K+Lt7z9hMgbnGnuUf0nbTz4vRrI8FkWhhF8rlH+9G3kuh7+zgEv+tU3ikMegJ/zm82JiiZuflM0aSX4fCgw4srPOOou5c+fyne98h1/84hcAzJkzhxUrVrBo0SIALr300iEL8O6772b16tWsXLmypu+//vrrueaaawK/5if/Nij/UtYjG6wmtth+bPP8mx6XyWTSQ/4l4nCVfx/5N+r51/2jUr5N3faTzVpV7cf0uKhV+U+F2NDIVf59Fg+jfns1X0o2tnLmqqJO/jWF2cT87Vf+dZIlVpxAOOHX4/k3oLTrGJDyH1YMas52xqWUYKPkkGIut/OSf4DFixezePHioY6lD959910uvPBCHn744ZqTQK+44gouueQS9/O2tjamTp0KyNorIFj5lyb/tth+hqPyb4PtR4+jWCy6zb5Mx5HQvcNCyn+qivIvafuRjiGvJ/waPlJ3j9KrKP95A8q/n/yLN/mSsv0EVfvRxsH22H7asm384a0/MGfsHPYav1fV70s5HEB5/sWUf5/nX3JMBCr/hsh/clvkX62hIcaSrkL+TRdIUE9CKZfzWLF2OvJfLBb55S9/ycsvvwzA3nvvzdKlS4ecLKxatYqNGzey//77e977j3/8I9/5znfIZrN93rOuro66KkqQtO1HJ942nD6APbYfWz3/ppT/crksavuByt9c0hYTCc9/oVCARELG8+/cjxKOguO8Lmb7kYpBr/YTVOfftPJvge0nVyiI236sLPWpV0OiNuX/M//7GQ6ddijnH3Q+3fluFt65kLe3vk2ZMneffDcnzz058Oc85F97NkAoP8nfDFAqB8NB3kCCrY5YMkmSit0liPyr18K0CfaxgjmvG+VVsVivUKGR/1gsZjSfc6AY8BV6/fXXOeGEE1i/fj1z5swBKlabqVOn8utf/5qZM2cOWXBHHnkkzz//vOe1M844gz333JP/9//+34AfeGnbj24ziWw/div/Jq6LvlAWi0WxRHRd+dfviUjdaof8i3j+fR7WYWv7icWCq/2YVv59ieh+uGMkTNuPqgBVLHptBRKVdgRzUQI9/4Os9vPHdX/kK5/4CgD3vnIvZcps/dJWfvjsD7nuT9dVJf8e24+WDA+Cyr90wq+u/CvyH6LH3hcEKRzyH2SdNWj7yUkq/2inlD09Il2GB4MBb0suuOACZs6cybvvvsvq1atZvXo177zzDrvvvjsXXHDBkAbX1NTEvHnzPP8aGxsZO3Ys8+bNG/Dvk7ZXBJX6lFb+Ja6FTjYVhqPn399gywblX4r8exJ+hUr46WNPV93FbD/ZrEyjMRz1EK+i55J/y5R/I55/fwna4ab8K/IP/db5ryWm1mwrYzKVyoAPvv4gJ+91Mg2pBk7c40Re2/Ja1Z9z1y4AzRIHZivmuaeUFij/xSDyb0j599gD+zs9N6H8S3r+8ZYl3lHI/4BH64oVK/jzn//slvUEGDt2LDfccIORPIDtgfIz22D7kd6ARLYfec+/TjZ1K5ik518sic6Co3SdRIpZbnTbj5Tyj6PWlcte249p5V8fEwFQkYXq+Xeuu2ipT93iIVQGt9YOv7WIN1NHTuWp955iTGYMD77+IHd/+m4AWrpbqE9Wz+3TyX/ZVwkrZoLsqvfTT6SEhIog5d9ER11fEL3kvz8BTcL2Y5r8O/OlnvC705H/uro62tvb+7ze0dFhpEvtY489tl0/r1c1kbL92JTwO5xtP7Z4/sG7ITR+ZFlF+Rcpn1csUi4UUEua0RhSKRJAEed+CMTgsf0IKlmeRkYO3AY6Fij/pVKpd4yEqPynnOue9xM9CZVXsNpPYhvkfyAntxd97CJO/cWpjEiPYNqoaSyZvgSo2IHmT5xf9efU+lkGip2dYkTPo/wL910o6p5/tQGzTPlPhUj+05lM5f3BDtuPdlprc7IvDIL8f/KTn+Tss8/m+9//vlvn/+mnn+bcc89l6dKlQx7gUEPSXmFjwq9t1X6GU4dff3ddaeVf0vbjlq4rFilqC5eE5aaIoOqu236k8g6wy/ZTCFD+PZvUGivBDQYe5V/IClbN8y9m+wnw/A/k5PYLB36BgycfzDut73D0zKOJxyrkcEbzDK47vHofH49Y0tUltzHW1y+haj/9Jvwa9vzr763DU+c/JCjlv4Tjt3dDE1L+dfK/syn/t956K6effjqHHHKI+zAWCgWWLl3KLbfcMuQBDjV0giOp/Ee2n8j2E4vF3Br7khvCagm/Ej7aYqkkZj1SlpseKqUdpRps6bYfKc+/q27qyr+qrmOB8q+PkVRjY2gxuOTfT/QMnHIrJHXyL+35d6xHwHY1+Tpg1wM4YNcDPK+duMeJ/f6M7izI6cq/aZVX25SWikWZU8qgUp+Cyn/gGqrWszDJv7bxz0t1RMeX8Kte29nI/+jRo7nvvvt47bXXeOWVVwDYa6+9mDVr1pAHFwZ0248Nyr8t5H842n6kE36hcj8U+Zcal0G2n3g8btZHqyn/YnWSq1hujMaQTPaqaVKNxgi2/RRNK//ahtAP/ZlNOkf/YSDlI/+S1X6saPIF3iZfg7D9ALzX9h73r72fd1rfIVf0Esebjr0p8Gc8yn93t5jCqgsV+sZUWvk33eRrm55/E8q/j/xLjQlXqJDqzTIIDDq62bNnM3v27KGMxQgk7RU62YxsP/bYfrJOcxQdpsh/kOVGMuFXLAZNydJ9rFLEW8xyoyv/UknH9Pp080HKv6Fn1CX/Qcq/IfKvej/4Pf9Gq/3ofnupUp+OvaJPk69B2H4eefMRlt69lBnNM3hl8yvMmzCvUue/XGb/SftX/bl4PE6cisVD0vajVyaTOqVMBJB/V/m3xfZjMOEXhMeEIv87m+df75i7Ldx0U/CuXRqJRMKtZiJNvG2x/Ug1dLJN+e/P9hP2dQmqACWZ8CsWg1pQfbYfMeJtge0nr1evMEg2AW/TNQeu59+Q5cVdUAOU/4K2YU+EWepTzdmS/m6luksq/zV6/msRb6545AouO+Qyrjn8Gpqub+Kez9zDhMYJnPqLUzlu5nH9/qxry+vuljsV09YvqVPKoFKfah1LS5D//pT/EOfPZDXlX8gKVhSs0DZQ1BTd//3f/9X0y0zaBAaKZDLpkn8p4m2b8i9W2cUSz7/qBC2p/NtgBbPi9CHA9mO8Q6Jlth/PBkTK9qOTfwMddXX0V+qzp6MDqJDBWIgbI9f2I+i396i8UhuQbZD/gZzcvrz5ZX5y8k8qvzeepDvfzYj0CK5dci2fuvtTfP7Az1f92VQsRk+57CF6Ysq/L0dKbEw4yDrkv84g+Xfny6AOvwaU/1gqRYpKtZ+84IbQJf9S/WEGgZqie/TRR8OOI3Qkk0my2awVfntblH+xI0tLlP/+yL+pzYgVxNsy249aNBKmxQQf8Ra3/QiWruvX9mPa8x9A/ttbWwFoAgiR/Fez/Ri13Nig/CvbD2y37acx1ej6/CeNmMQbLW+w94S9Adjctbnfn005VVUk/d0eoULK86+PCQcu+dfuS6iotc5/mPfHiSFPJQlcXPnf2cj/zgCdZElZG2xQeasp/7aQf1tKfXZ2dgIwYsSIUGOwzfYj1mVYPZ/FIlnnOtQbtrrYbPsxvhkLsv2YVv71Zko+eMh/iM+LDbYfv/Jvje1nkNV+PjblYzz+zuPsNX4vTph9Apf+7lKe//B5fvHKL/jYlI/1+7Np5/1ygpVddKFC6pTSk/BbLkMsJqL8i5N/vUCCJZ5/deUj8m8JbCA4QU2+bNiAmI5jR7D9qEZ2TU1NocZgw4bQNuW/21k0MgbLKVaCSHqItxoVdSF6yoNiCLL9mPb8p7T5UkGR/4TphN9tkf8Qx6pL/iXLbFqg/Cd08q/EkkF6/m869iY6chXb1jVLrqEj18FPX/wps8fO5qZj+s8ZdPtP6GVwBW0/ivwnTNoT8VWAUuTfuQfWef7DnC985F/c9qMXItjZSn3uqAiyV0gS78j2Y7ftp8PxFIet/NswLoMSfsXKjZZK9Cjl3zT51+tWFwp0Ox/Xh9hEKigG9/RBstSnsv0EKf+GNkP9lfpsb2sDwlf+U1XIv9H5Uq/2I3QildSaKZW6u4mDh/y7yaY1PLMzmme4HzemG7n9k7fXHEfaGRO2Kf/GrUf6mHCey5xDPOuSSauq/YR6mq+flGrKv+kxEddsP8qIFSn/liDI9jOclX/Jbq622X76U/4lbD82KP9SjcYKlij/uXzeJf+ZEEtJ9oHPemSV7Ud9zTT5D1D+21paABgJFRIaEtwiDaUSJV3VG2bKv271Kvb0VMh/gO2nFvKvoyPXQans3dyNrBtZ9fuDlH+xymSFguu5Nx6DX/kHV/kXsf0EkH9lQ0qFOY/rJ6Va7wep06CS4Jw9UAxL8m+D315a+Qfo6ekBKn5FiYZOtij/QZ5/pfwPJ9uPDdV+iqUSPY7SK6H8q3fs1kiWafKv3q07l3M7RxoXCbSkRoWiVLWfIOVf2X5Ctlvoth+p5E6P8i9F/rXTr2J3d4VwaeR/IMr/Wy1vcf5vz+extx+jp9Djvl4ul4nFYhSv6rvZU3DJv2APDF0sEUs6DlD+XfJvKpZt2H5anTExOkwBLR7vjcGGaj8a+TdqFx0EhjX5Nz1Agkp92kD+pWwmNnv+h6vtRyzhVyOb3Q7Zy5iePLXFrE3bEBol/8mkS/67cjnUFTB5Iga9pT7zlir/7Vu3Ag75D1G4UKplTqtCBYYtN7rfXqrUp3bPC866oZ+4DIT8n3bvaZTLZX6w9AdMHDGRGLXfP9f2ozfhk/T8qxiElP8C2EH+AwS0rYr8j6x+krPdiMV6Y9ArQBmeL925Kp9HXYlfcM0EAAAgAElEQVSBnoKZxrAk/9Kquw22H+gl/1JEL4j8myQ5tiX82mT7EYuhXO71/Jsm/5rtp01Tskx7/hucD7vzeZTm3dDQUO0nQkEyQPl3F1ZD10M/DfLD9fzH48ZsPzltTJhU9TwWD+FSnwCFbscQF0D+a5m/n9vwHKvOXsWccXMGHIdbgjaXc58NsVPKYtEleinD67jHCuYj/2kJ8h+whrY48YwOew3Vyr+qJ1TK9uMh/6ar1Q0QZlPUBWGDtUEneorsSir/3c4kbgP5V7GYVFmrlfosl8vGlH8bbD9WKP+6518p/yZJN0Ai4SrtLdpCarrRmGv7yefpcj42Tf79tp9SqdSbyGbovtSU8BvyOE0ra2C5TE6qpruvxr5ktR/QlH/t2g/E83/g5AN5t+3dQcXhKv9SfTjwnlK6z6fJ00GqJPw647PO1PXYBvnf6sQzetSoUMNIa3kgaiU3bblxbT+FQqT82wYb6vzrZFMRTtODNB6PE4/HKZVKVtl+VCwmVdZqyn82m3VjM2n7kRqXHg+r1OmDXu1Hef4FlH9Fsbc4z2fGtHqj236k8g7ovR955znw+N0NbUQS/Sn/6mQu5IZGerUfnVyZzJGyIeE3nkgQp1Ltp6DmS22OGIjt53snfY9zf30u69vWM2/CPFIJ7zO2YOKCqj+rN59TW3Kx4gQ6+Te8OVd5ILohLitJ/oNsP87cETb5dxN+Jcm/Eioi8m8fdJKlyJ7pAWID+YfKgpbNZq2y/ahYTJKcauRfEQuAxsbGUGOwVfk3vqBqBMdV/g0TXhIJ1N3eoioOCTQac20/GtGTtv14yL8Nyr/ThK8plQqV/Acp/2nTYolSeQEKBdfaYPwZBXJo5H+Qnv9NXZt446M3OOO+M9zXYrFYbQm/alNaKLjJ8AnT10FbvxT5bzT9fAYl/Cryb4Htp1wus9V5bpvDJv/xOJRK5LNZtzeLaeIdkX+LoROcgUxUQwmd/CvCKTFAFPnv6qpMXTaRf5PKf7VSn8ry09DQEPq1scnzb4vtp8dZzIx67cFDvDc7Ngbj5D8W67X9FIsu0ROz/TgLeEHzuydMJfz2p/yralwh1zRX5L9M5SQGzJN/ZftRyr+qj2P6+VAzQpDtZyBr6pn3ncl+k/bjJyf/ZPAJv/m8m58zHG0/iSDPvyL/puasfpT/jo4O91Ri9OjRoYaRCrD9iJF/LQ8kIv+WwAblX1eaJZX/hoYGOjo62LJli/u5SfTn+Zew/fg9/6aSfcE7LtU1MK7y2pTwWyrJ1NevBOGS/4+c62Cc/AOZZBIKBbqKRXdxlVL+XduP9owYq/ajzxNOF1MF08o/QIdzLaSVf6nnQ/3V7lgIIP+1JPyua13H/afcz6wxswYcg678q3MHyblK3PMPfci/sfGpN0X0raFbnWpcKSBjIuGXioDm2n5Mb4x3QOV/WCb8Stt+CoWCq3RLDBDlY9+wYYPnc1OwRfnXN2Plctl93VSyL3iVf5Pvq8O2hF8pZdNj+3Gug/FeA0CDc+27dXIhZftxVPesc0oYBxKGiI7H9qM9nwDtzkY5bPKf0sm/Ilemy646Y7AIUCzKkX/nOgeR/4Ek/B6x+xE8t+G5QcXgev71Sjumyzpqc5UVnv9ymXK5TM6Zs4x5/uPx3oaEvtNzRf5HA7GQx2laqwAV2X5qx7BU/qVsP/pmQ6nLEsq/8rF/+OGHns9NwRbPv37/8/m8+7k0+Td9P3Tlv9NRVE2PS/f5LJd7yY3hBVVX/ltU3oHABJ5xno9cuewuJMZtPxrBAeh2xmYGiBnaGCb0DUip5PGYtzmbkaZ02hj573SuhTFbhQNVaacElKU6T9NLFoqK/A/S83/SHidx8UMX8/zG55k/YX6fhN+lc5ZW/VlVxjJXKLjVp6TmqqKg7cft/eDYfgr69TA1PmMx6pwym9kqyn8zQMj3J6VZwVziLZXwq9t+oiZfdkBXN6VtP9BL/iWVf0X+bVD+JW0/UFm81L2Qsv0o4i2p/L/22msAzJw502gMbsKvJcq/WkhFyH9AaVHpaj9dzjPRAGCIXLjzhOZrVmh3xIKwyX8ilSJBRWFtV7YfIeUfnCZ4zsciyn+53K/tp5b17NwHzgXg2hXX9vnaQBJ+VSaI8dwHbVPa6bxm/GROb/xWLnvy1owp/9BL/n3Kf4tjKR4NEPL90StAiVf7iTz/9sEG5V8/nrRJ+beB/EvafqBi/VHXYbgq/4VCgTfffBOAPfbYw2gMiSDl3/B10BN+FYx3Gcbx/PtfM030/Mq/szEVIf8+20+5XKbdIRsj6+tDJf8kk6SokP8OIfKf0N6vU6rzNJrnXyV/D9LzX7q6bwJ3rXCV/2LR9SyLKf+Cnn/d9lMuldwGX2D2ZKrOqbTjJ/9bN20CDJP/QkHO9hPQ+M128h95/g0iHo+7k6NNyv9wtf0kEgk3Fn3ykiL/Usq/foz96quvAjBnzsC7b25XDFr1Clf5F0z4VTDeawCIJ5Po75rS5g1TULYfV/l3mmplAAwpi9U8/93d3ZScz8NW/vWuzx3O/8aVf408dWgkT8zzH0D+B+L5/9FzPyJb6NsUKlfM8aPnftTvz+rjUv0G4yqvBZ5//TSoVCy661dci88E6p1ntI/tR1j5t8L2E5F/O2CD8g+9E5VN5H+4Kv8QXO5TyvZjQ8Lv2rVrAUHlX7Laj2b7UZBQ/vUuvwANhqvLQK91IKvIf2trJRYIl2xrqKb8e/pwhK38JxIu+VcWD+NkUz8xVuWABTaE/ZH/gaypZ9x3Bq3Z1j6vt2fbPbX/g5DS7Ggu+Te8Zuj5SdIJv+AkmarqgRC6x15HXTXy/9FHgOP5D5njuOVfNeJtvNqPmqv0hF/LPf/DkvxLKf/6e7Y5Spqk7Ucl5dig/Et4/iG43Ke08i9l+1m/fj3t7e3E43Hznn8tgU3M8x+g/GdMxxAQR4NAudF65z17nGe0Wyn/8bgn0TNMqA2h3/OvyP8IIG5A+VdXX0z5D6g4JFGCtg/5H2TCb7lcDqzt/17be4yq678hlCpjmRNU/m2w/XjyQPL5Xk4DoSvtOlzyr51Igeb5j8U8m8QwoOeBuLYfKeW/VNphlP9h4/m3IeEX6JNUKqn8V/s8bOhlJEulEuVy2T02liL/Usq/TaU+X3rpJQCmT58ut6Dqnn8B5d8K8m+B8q9KnGZ9tp+GeNwa5b8JKvkHpm0/pu2i2hqhlH+JRPSEIv+q27M2Lmsh//vdsR8xYsRiMY780ZEk470/XywXeavlLY6bdVy/Mbi2n3LZbYAnZvvRlH/jApp2nYs6pwEwOG+qbsJ9lP+WFgBGJxKhiwVB5V+NP6POdShpm1LblX+ryf/111/PL37xC1555RUymQyLFi3ixhtvHJQfWZGLfD5vle1HUvlXkCT/xWLRJf5gnvAF2X5MkvAg24+U8q/Iv2nLD/QuZgWwotqPgvENiBOH/q4SKm+dX/l35qugSkRhoVq1H3Hyb3jdiCWTbsWhDkHyX4vy358VadmcZQA8u+FZjp15LCPSvfNrOpFm+ujpnDz35H5jsML2o+Un2eD576P8myT/VZR/t85/ImFO+Ze0/UTK/9BixYoVnHfeeRx44IEUCgW+/OUvc8wxx/DSSy8NmCDZZvtRRM8G5V/K9gMV8q/8/iBXflXa9tPZ2ekqalKbsZJT2UWC/OsLqg0dfhWMJx0HxCFi+3HmpVypRKlU6i31aZHtxyX/YZILzfMvRf5JJEjilBtVJ6QS5N+5767yP8CE36uXXA3A9NHT+bt5f0ddcuBzvWv7KZflE34F+3Doyn8hl5NX/v3k3zkpbE4mw1f+AzaEYtV+dPIfKf+Dx4MPPuj5/K677mLChAmsWrWKQw89dEC/y5aEX/WeimhFyn/R9fsnk0n3PpmCLbYfpZSAnPKvMHv2bKPvD94FNVL+fbYfgXmqXttwZLPZ3lKfiYSM7afUWx7SQ/7T6XDJheb5V2nGxudsR/kHTfkXWDeU8u/mag0y4feI3Y9gU9cmpoycAsAz65/hx8//mLnj53L2AWf3+7O67Udc+Qcx5T+eShGj0o9ET/hNgxXkv8UpEDDaAPl3N4Q68ZZK+I2q/YSDVmdAjRkzpur3ZLNZ2traPP/Aa/uxQflXiJT/okiZT4Ug8i9h+1HkP51Om6/i4SP/48ePN/r+4G1aI6n8+5eMYUv+tffMZrN0OeQ/E/IRvo5qyr+a013yH2ZM2phoc/43nfCrlH/obTQmkYviKv9qIzZI8v/ZX3yWR996FIANHRs46kdH8cz6Z/jKH74S2PhLh7r2OZBX/tHIv+meJPF4b98Fv/JvMuG3mvLvbNBNkH9X+dfIv1i1H+00yHblf4ch/6VSiYsuuojFixczb968qt93/fXXM2rUKPff1KlTgd6bo1RmkPX8V/vcBGxT/qXKfIJ8qU+/8m96Iwbe+wEwcuRI4zEo8l9E1vMfB6/fXoj8e2w/EipvKuUuDj09PS75bzCwmCvU5PkPW/nXNmKqOKXxdUNX/p3rIKL8K/KvXhgk+X9h4wscNPkgAH724s+YP3E+T/7Dk/zPX/8Pdz17V78/6yr/yJF/G5R/Egl3TBS1Ov/Gyb8qCVwoeF7f6ghoo1Op8Ml/wGmQ8Wo/aq6CiPwPNc477zxeeOEF7r777n6/74orrqC1tdX99+677wK96mZXV5f7vZHyH/x52Khm+5Eg/7Z4/luc6gim7wX0Vf5NbHr80NU0V/kXWFABj/XHeJdhgGRSXPmPaY3Genp63Gc0k0yas/1sw/M/Eio1zUNO+BUn/7ry7/wvovyrhF/1giLBxaJrY63l1DJfzLt+/9+/+XuW7rEUgD3H7ckHHR/0+7NudTQElX8nBo/yLzBXucp/Niuv/Gvkv1wu0+bwrJFhb87pVf57AGUOFPP8Q2T7GUqcf/75PPDAAzz66KNMmTKl3++tq6tj5MiRnn/gTaxUkPT8K0hsQKRtP3FtMpBW/m2z/UiQfyuUf+c+lOhd1CWUf8CjukuMyT7VfoQajam/vKenxxVNTCYfe5R/jVwo++coCJ/oBJF/07afeLxX+Xf+F7X9uC/0WmkVallT956wN7f/5Xb+tO5PPPzmw255z/fb32dsZmy/P+v6u5FX/kVtP7ryL0n+A5T/bDZL2dmsNxhU/ju114xvCCPyP7Qol8ucf/753HvvvfzhD39g9913H/Tv8iv/8XjceHIp2KH8S9t+wJsgI+n5t8X2owiNhO3HCuU/gFAZHw9ODXud/Iso/37bj1AMikJks1m61TNqYDF3Q9CaKaE1BPSQ/7AXeW0jJkU2ATuUfz/5Dzg1rWU9u/GoG7lj1R0s+eESTpl3Cvvssg8A96+937UDVYMNyr8i/z1OHCBD/oOU/zSIkX9F+HVrdUNdnbGE3w79tUj53yasrvZz3nnn8eMf/5j77ruPpqYmNmzYAMCoUaMGTAzUzVHKv8QEHvS+Nth+pHzmxWLRGuVfLWDFYtEdIybJv8Jwtf0kA8i/VJnNRr3vhATxTqW8th+h0weP8u88ow1h19XXQ9BtP7ry75ySjYTwK5v4LFggM2crldd28l+L7WfJ9CVs/uJm2rJtNGea3dfPPuBsGlL922dSNiT8OjG0a68ZX0N15T+Xc+9BHYS/IdZQp60d+XyedDrtCqxJIBV2Qj69th+d/JsumuHOVew45N9q5f+2226jtbWVJUuWMGnSJPffT3/60wH/Lr/yL3VjbLD92Kb82+D5V8qJXnJz9OjRob+/n3jbkPArQv59z0ECZ+EwDZ/qLqX8e8i/xCYoHvd6/p3nw2T+QVXyv2UL4Cj/w4T8K7+9a/sRGBMJP/l35mtFPBOJRJ+5pPrvSniIP1Tq/09onNDvz6UDlH/T64YSKlT1pzgCyZ1+5d9ZQ+sADOYf6ORfiXhufhBUrGFh236UpVt9Ho8TMyRQKETK/xCjrCV5bS8UyYqUf3uUf7DP9qMn3ppQD2xT/tPptMiz4bf91MdixhRmbyDeWv9WVPuxQfl3no+MgQQ+haSmpnnIv/OMDjvyXy6Lkv+kM2f7E36V57+/+XL/O/bnkc89QnOmmf3u2I8Y1Z/t1eesrvo1G2w/Cc32A5XGdzGDJXArQfjIv+I1IEb+1Rrq5gdBZYwY8vyrZ6PO9L1gx1T+rSb/Qwk/+Ze6MTaU+tQrE9TV1YnkPgSRfxuUf0X+m5ubq/5MGO+vIK38SyT7grddPUBGkPyLJ/z6q/2YriQCfTz/XY662xB2dR09hGrKv+75D5sE+05hQNb245J/gTGhbD9u9oWy4NRQ5vNTcz7lVvhZNmfZoGNQ7yGa8Ov7OxsMbYY90G0/+byX/BtcQ+LJJEkqG0I/+c+AEfKf9tmw0hH5rwnDhvwrgqMG5nBW/hOJBJlMhu7ubhGlWcUA9pB/tYCZJv+qD4WCtPIvYfkBiPueA0nl32P7sUD5l/B3+5X/bkfdzVhA/tuchHwp5V8k4de55q7nX0L5r1Lnvxbyf/WSqwEoloocvvvhLJi4gNH1A7dV2qT8KzTE48ZOw1zoTb6yWbLKzhyLuZsyI3BKAuvkX9l+TCn/yoqoNsYi5F87FVPPh+3k32rP/1DCFuXfBs8/9CrMEkoz2Ov5N03+Z86c6flcutqPlPIf0xoZAWScyjvGkUxaYfsR9/wnEh7Pf5dDvhvq682Rf1VSUSf/pRKtTineURC+xcES20/C7/mXUP79th9VdnMADb4S8QTH/NcxtHS3DCoGlQckWu3Hr/wnEiJzla7855SoGY+HnmDrDaJ3nghU/g3YBEf4eEOdhJPBec9u7bWI/FsCf8LvcFb+oVdhtkn5t8nzb4r8jxgxgkmTJnk+Nw3d9iOl/OseVoiUf5tsPz09PXQ7pTYzJsl/gPKf6+igxzmFMEL+LbH99FH+Bcl/K7AV+tT5r/W6zJswjzdb3hxUDOo9uum1H0mV+lRoEBIq3KZruZyr/NtA/j3Kv4GEXz/5T1tC/qU4Zq0YduRfEU0byH8ymfQ0vDIJRTJtUP6Hs+0HYNasWe7H0rYfKeUfi5R/Gzz/noRfC8h/l0P+GzIZY+RCKf/Fchmc57N182b362KlPiUS4p1nQXUwlUz4vREYD+6GUM2dtRZIuO6I67js4ct44NUH+KD9A9qybZ5//SHls3iAgO3HQuU/q3hNIiFO/j0JvwaU/0Y/+Rew/cS1LsMKpsuNDhTDxvPvnyxtsP1IHgsp0m+D8j+cbT8As2fP5k9/+hMgn/BrjfIvRf61aj8pehUd0zF4lH+JZ9Sv/JdKvbEYuiZ6Eh3O86nIfyMOIQ6b+Fnm+VeQ9PxDxfrz1pYtzGVgth+AE/7nBACW/mSppyRjuVwmFotRvKpY7UdpdDbCXdprVth+BKAqQBVyud5Sn8mkcfKvFwYA6HZsea7tJ2SM8D0LdQKk26/8J2KxmsveSmHYkH8/qbFB+Zc8FopsPxVI237ALuVfkvxbofxrtp8MiMVgg+1HzU6tra2oosuZxkYZ5V+Rf73GvwmiY4ntJ+En/xJNvnzXOu/ENFDy/+jpjw46hiafOBKjb6+UsNFH+ZcQCOjdEOrKf9oG5b+tcnrTAEYajvVR/i2w/aSFHB0DwbAh/35SZUOpTxuU/8j2E6z8m2jwpaCTf2nlX9L2Y4XyryX8ipUb9dl+JPzduqL30Ucf9cYyYoSxyiaByr8Ti0v+w47FEttP0vd3SsyVfiWz3bknAyX/h00/bNAx+Ml/XTJpvKGTX/lvFFJ41bsW8nlyzr2QUP6rkX9Tyn+mvp4YuAJF2gLlX8J6NFAMG/Jvo/IvSf5tVP6Hq+d/9uzZ7sfDWfnXJyMrlH/BpGObbD/qmUgCKYObwyDPf5vTgduY8h+P26n8C3r+FdocsjfQhF+ArT1beWb9M2zs3EipXPJ87XP7fK7qz6Xr66lDq/QjUdbRMuW/UCj0ev5TKWO2PMBL/h3rUbdTiteU8h9LpWhEa/IVkf+aMGzIvy3Kv/6+krYfm5R/Sc+/DbYfvdxnQatnbgo2JvzWCyXR6ap7RP4rUM9EA4DBWDzKv0MwPd19TZD/WKyyES31ElQblH8byL9f+a81wfFXa3/Fqb84lY5cByPrRnqU+xixfsk/iQRNaORfgHj38fwLJXYmdNuPDcq/4/XvMkz+SSQYgVbnX4L8O+8ZkX8L4Sc1w13533333QGYPn26yPvb4vm3IeFXV9v1UwBTsCXhdzLwnvPpbgabSfnjmK5iENyAjKZSzSYFNErcE21RV89EBsySf6X8Q4X8l0q0+pV/AxakTCLhIf91En57P/mXiMFHtAdr+7n0d5dy5n5n8o0jv0FDaoCWtkSCkYCq+SRS0933d44SIv+NzphoaW3tJf+plDj5V8p/BsDEOE0m0WclkZO5SPm3F37l3wbyL6n8X3zxxRx88MF8/OMfF3n/yPbjxdtvv82mTZuYNm2a0fcFS5T/RIJ7gT9QWTSOnzJFjPzvCzwOzG5uFouhHniKygSdEOo14Hr+nSRb48q/bvspFqFQ8Cr/hohOJpl0Tx5AqNSnn/xL1Pn3Ee22QZL/9e3rueDgCwZO/CtBoG+FbVD+9x41yngMAHNTKR7IZnnh7bfJ6vdAivw7DVS79JNCQ+Rf9y9I2n5yzucSSccDhf0RDhHq6upIp9MDnqiGGraU+qyvr+eII44Qe3/byH82m6VYLNLa2gqYJ//Tpk0TIf5gifKfTDIJOFV9LlUj2Zm0F0PlyFqI/APMBRg92qyHV4vBtf04SbYNAAbHh0f5L5Uq5F9K+dcQ2X4qaC9XUiwH6vk/duax/OX9vzCjecbAg3CUfwWRsqu+dWrB5MnGYwBYUFcHHR2sWb/e5TV1kuS/owPyeW+pTxNrumP7UUgLbIwTvvXK9u6+MIzIP1SIzRZHxRruyr80gjz/0qU+FfEH8+RfErYo//1+LhHHuHGi5B+AsWNFTx+gYisAYduPUv6dWEaCGc8/jvKvwQrl3wLbT5vTzKkWQe3+tfe7H584+0S++PAXeWnTS8yfMJ9Uwkucls5ZWj0Ix/OvUC9B9Hx/50ytWptJLHDWyzUbNrCLMx5EyX9XF7S1eZt8CSj/aQEBqw/5l2gOOUAMK/I/cuRIl/wP91Kf0lDkv1AoWKP8u4mNDQ3D6t7YUu3HA6k6yTrB2WUXmTj0GMaMESP/aqYqOwqvscVchaCT/0KhQv4dP7Fr+zFwf+r95F9gbuij/AuQ3rJvHLY7No9aEn6X3b2sz2vXrri2z2vbavJFMulV/gWuQ1z7O3cDEkLK/5z6elJU7Fcq/6LO9Gmln/y3ttLlrOcNEH4Hbujj+ZcQVf3NINMSVs0BYliRf53YSKnutlT7kYZttp9cLifm95eGLbYfD6Q2X37yLwHLlH+FTCxm1I7Vh/x3d9PqEE6Tnv94MuktLymwsOvKfzoWIy5gBdvU3e35vM1H/vvbFJWuLlX92oDgU/7rJOYJbczNBbF5Ip1Mshewht4a98Y3Q37Pf1sb3U7FugyYIf9+249gtR83hh2A29nfhmwIoVsaIuVfFrryb0upz62On3i4kX+91J41tp8xY+Tj2GUXeduPoPLvfxob4nGj+QfKXuFW++nsdK0mJpV/PvrIU3pV2vPvtyGZwofOtVfwK//bWs/+8NYfmPvdubRl2/p8rbWnlb3/fW/+tO5P/QdhA/nXrv/eAIJz5gLfS8btJn7P/8aNdDk5IMZKffptPzaQ/x2A2w0r8m+D8h95/itQ5P+UU05h06ZNgHypz+Gq/KuTF7DI9jNunEwcbRoxmThR3vYjmHfQR/mPx436ift4/ru6aHWEApPKP7mch/ynhD3/mWRSZEy0aPME9JL/WhN+b/7zzZy1/1mMrOtLlkfVj+KcA87hpj/f1H8QftuPRGEAXflvaJB5Pp04/OS/znTfnnjcJf89nZ3wyit0Fyu2rQwYI//ipT795F+qYMUAEJF/w4iU/wqWLFni+XzWrFlMmTLFeByjnDJt7e3trF+/HoBxUsRTCDNnzmTu3LksWrRIbkPq7+g7frxMHK+/3vuxlG9Tqykvafvxj4TmRMKs8u+v89/VxUZnczYWoLHR2OZMjYRUIkFMYEN46Lhx7mJ95LRpImPimuOOYwTwCefzNqeqS63K/3MfPsdxs46r+vVjZh7DqvdX9R+EDcp/PM4JwHTgM+PHyxUnSCY5AWhw3n8WMGXsWLMx6Mp/Sws0NPQm/NbXVwQUAzF4Sn1G5L8mDCvyb4Ptx5ZSn9K48sor2bp1K5s3b2bz5s28/PLLIsRz/PjxJJNJyuUyq1ZVFp7JQglcUkgmk6xZs4bHH39cNhB9EZUi/05BAKBCsCSI93vv9X7c1GSN8j85lZKz/RSLZDdvZotDLCZnMnD44caIlyL/aSHV/dTp09kKbAH+6zOfEYlhwdSptAA3Op+3+8j/tjr8ftjxYZ/KPjqS8SSbujb1H4S/1KfQGvor4HVgxJgxcsUJEgn2Brb89V+zeeZMXgbqTFuQdPLf2AgTJ/ZW75s3z0zult/zH5H/mjCsyL9tyv9wtv1ARXUfO3YsY8eO7VNGzhTi8TiTJk0CYOXKlcDwI/9QsWHFpI6vFZxEMUCO/CuoayGxsL/zTu/H8bhMDAHkf9d0Wo7853K875zK1AFjzjwTJk0yrvzXCZF/8nmagDFATLD5XBJc8j1Q5X/yyMm8sPGFql9f8+EaJo2Y1H8M/iZfQuQ/DiSg0odDCs7Gt37ECMbGYpXqLZIJv6VSpdSnM4837Luvmc355s3i5N+fgB+Rf8tgg/If2X7sgyL7a9eu9XweQRBSG2NlRzvsMDkvr277EfQT91H+6+vNkn9nDBQANm9m/erVlTiA2H77VYi/IeVfXYu0ocZifbBJU8Tr62XGhWO5UuR7oJ7/E2adwJWPXklPoafP17rz3Vz92NV8co9P9h9DV5cVyr+L0aPle5JkMr1jUpL85305ErEAAB04SURBVPOUnnoKdXcbpkwx86y8/77X9iORk+MbhxH5tww2KP9RqU/74Cf7EfkXRn293FH6z38OF18MRx8tZ/u55RaYMQNOdfodS1wLLZFPYXImYzbhV5UDBujuZr2TkD+5rq4SRyxm5tp8/etknLk6LXRCyebNvR/782NMYcMGoJf8Z7NZcrlczcr/Vw/9Kh91f8Qe396Dbz7xTe575T7ue+U+bnz8RuZ8Zw4fdX/EVz7xlf5jmDDBq/xLr6GmCG4Q1LNYKlVyYsB8nlIq5SH/Pc89534pY6oa1z/8AyOE7dSR7cdy2KD8x+Nx1+ISKf92ICL/lkHK5w6VBNtFi3oXLYmFff58+PGPYe+95TYgQcp/Q4NZ5V8n/1u3sv6DDypxjBoF5bI55f+LXySz116AIPnXlX+pMeFcf518t7e310z+J46YyJNnPsm8CfO44pEr+Kuf/hV/9dO/4st/+DLzJszj8TMeZ+KIbSSIzpzJyK99zf1UTPl/6CE46yy5csDQO/aLRXDugXHyv+++HvLf9UKvrcsY+Z85k8abeqtEiZB/v/K/A3C7qMmXAOrq6igUCvKqRQSgL9nfddddhSKJAFTIv5SaBpX3LpflFnV/DBJxTJ3qIf9JYGQmY5T8K5GkCPDee6x3lOfJEyZU1E6DFpyMs5iLlJYEbwlaqTFx4olwzz0km5vJdHTQnc/T1tZWc8IvwLTR0/jNqb+hpbuF1z96nTJlZo+ZTXOm9vLKTVqlODHy/7GPwZtvVk5kpOYqVdO/pQWcDr/GbT+HH95L/ltb6XZ65aSTycrm3dC1GaHlXojYforertQ7gvI/rMi/Dco/VAZnZ2fnDrE7HA7QyX9TU5NcrfsIFdhA/kslOZIFlfeVJP/Tp1O/++7w1luAU1pzl11ElP8yUF6/nvdbWwHYdbfdesm/CcTjLvm3ZlGXGBOf+xx0d8P77zPy1lvpzucHpPzraM40c+DkAwcVxkhLRDz3GZWaq046CX77W3j00V7yb1r5HzuWusmTYf16shs3otrANdTVGb02jdqmR0T59wmG1swT/WBY2X5sUf7V4IyUfzugK/2R5ccCjBghS/7Vog5ycejkTmgDkjziCPfjMVCxQwmQf4Dixo2sdwjO5JkzzZL/WKxiYUDQ9vMJp7r+XnuJWsH4+MehsZEmR3Vub2+vOeF3qNA0ore2i5jyr66/JPlfvrwilGzZAk7lJUw3+QLq99wTgGxPD93Oaw2K25hS/rW/W4T8+zZdO4Kwu0OQ/+9+97tMnz6d+vp6Dj74YJ555plB/R5byL967x1hgAwH6IQ/Iv8WYPJkecuNUv6lIK38A7Ejj3Q/HltfD7vuapToeMg/sN75ePLkyZVrY0pdi8V6E36lFL3//V847zxYtsyKE6mRDvnXbT+m1rN0XR1pVeay3p+ZYggq6bpUkiP/mQwcpzVNmzChMncaRt28eQBkgS5nc5xJp80l5OMl/yK2H1/uUaT8DwF++tOfcskll3D11VezevVq9tlnH4499lg2btw44N9lk+1H/z+CLCLybwl+/Ws4+WTYc095248w8baB/HPAAe6H48aPN15+tSr5HzOmQrpMVR6yQfmfOBH+6q9674HkuCyVaHKUTt32U4vnf6hiUJsP0VKf6h5IigRLl8IJJ8CFF8Ill4h0Ja/be28AsnV1dJ1/PuAo/wZ7lIjbfvzkX+AEZqCwnvzfdNNNnHXWWZxxxhnMnTuX22+/nYaGBn7wgx8M+Hfpyr9UUynoHZyR8m8HGhsbGTVqFBCRf1Ecc0wlqRDssP3YQP7VxxLQ5qexkyeb6dapQV9QN1FRFgF2HTvWrPIPrvIvSjYTCTvGZSJB09ixgIzyTyxGk7SApu5BJiNitXFRX1/ZABx+eOV5EOg5UOcQ72wmQ7djyTKt/GcyGbdJpRXkf9w44zEMFFaT/1wux6pVqzjqqKPc1+LxOEcddRRPPfVU4M9ks1na2to8/xR05V/5FCUQ2X7sgyL9EfkXhFpQYzGj3vI+iGw/vTE4GDtihFGyDd4F9ajmSjWYcSNHViruFItGx4i47Qd6bSbSY6K5mZETJgBw1VVX8eKLLwJmyb+48q+u/7RpMHOmTAzQe0qp7EcS5N95Nja1tXH+HXcA0GCY/McTCRqcZ7NOwArWh/ybrro0CFhN/jdv3kyxWGTiRG/t34kTJ7LBKfvmx/XXX8+oUaPcf1OnTnW/pqsE06ZNCyfoGjB79mwAZs2aJRZDBC/2339/APbbbz/hSIYxlJK2//4wd65cHMlkJZFO0pYXj8OkSZUEzxEjtv39IcUwd9IkAE6dP994GcFUKsUUZzP+utPga79ddoFXX61UNzFI/ObsthsAMyXFATUuTdVPD0I8Drvswl7OfPnBBx+QzWaJxWLsvvvuxmLYy1nXZx44uIpB241EAkaNgv32k50n0ulKsu+bb1bmCQHRZNL48TSkUpRKJd5x+lHMHjGiMl+YiieRYM+JE0knk+6cYRLNzc2MdtwDsGNwu1i5rM6W7cP777/P5MmTefLJJznkkEPc1y+//HJWrFjB008/3ednstksWVX2isqx5NSpU2ltbWXkyJFs2bKFbDYrWsu9p6eHd999190ERJBHT08P69atY86cOdKhDG989FFlEZM8FWtpgdbWynH++PEyMXR3Q2cnSB4fFwp0vvYaGzZuZOa0aTB6dOWfQWzatInnfv97KBaJx+MctM8+vcl9zc0VAmYA5Y0bWfv888xasICk1Jhoa6s8H/X1lbKrEshmoauL4siRPP3003R1VYo7Tps2zdx6VirR8+67vNvTw2zJ+XrjxsrzKWlR3LIF2tsrH8fjMh2HOzp4d80a1r75JgCpZJJD9t+fdCZTSUA2EU8uR+vatbR2dLDbQQeJnIC8v349Lz35JBPmzGHBggXG3retrY1Ro0a5HLdWWE3+c7kcDQ0N/PznP2fZsmXu66effjpbt27lvvvu2+bvGOyFiRAhQoQIESJEiBDBVgyW41pt+0mn0xxwwAE88sgj7mulUolHHnnEcxIQIUKECBEiRIgQIUKEbcP6Dr+XXHIJp59+OgsXLuSggw7i5ptvprOzkzPOOEM6tAgRIkSIECFChAgRdihYT/7/9m//lk2bNnHVVVexYcMG9t13Xx588ME+ScARIkSIECFChAgRIkToH1Z7/ocCkec/QoQIESJEiBAhws6GndLzHyFChAgRIkSIECFChKFDRP4jRIgQIUKECBEiRBgmiMh/hAgRIkSIECFChAjDBNYn/G4vVEpDW1ubcCQRIkSIECFChAgRIgwNFLcdaPruTk/+253ud1OdduARIkSIECFChAgRIuwsaG9vZ9QAOp7v9NV+SqUS77//Pk1NTcRisSH7vW1tbUydOpV33303qiIUoSqicRKhVkRjJUItiMZJhFoRjZWdH+Vymfb2dnbddVfi8dqd/Du98h+Px5kyZUpov3/kyJHRQxVhm4jGSYRaEY2VCLUgGicRakU0VnZuDETxV4gSfiNEiBAhQoQIESJEGCaIyH+ECBEiRIgQIUKECMMEiX/+53/+Z+kgdlQkEgmWLFlCMrnTu6cibAeicRKhVkRjJUItiMZJhFoRjZUIQdjpE34jRIgQIcL/b+/eg5q68jiAfxMgmCBRggREK2gpSim+W4rVPpSSuqyV2l2tw6i0tsU+Rh21Wqe1drRaW0V3K1K7ayfqOrOIfdgdZXVAcXU147rUqDyK1kJpLRFHpIpWef32D4a73gYqhPgi389Mxsk55557Tvhx+OXm5khERNSEt/0QEREREXkIJv9ERERERB6CyT8RERERkYdg8k9ERERE5CE8JvkPDw+HRqNxerz22msAAIfDgSlTpiAkJAR+fn4YOnQoPv/88xb7unbtGgYPHgyNRgO73a6qO378OEaNGoUuXbrgnnvuwYcffuh0/LZt2zBgwAB06dIFMTExyM7Odv+EyWXuiJWW+lixYoWqDWPl7uauNWXnzp2IjY2FXq9HQEAAkpKSVPXl5eVITEyEwWCA2WzGG2+8gfr6elWbffv2YejQofD19UVERAQ2btx40+ZN7dPRONm3b1+Lx2s0Ghw5ckRpx/Xk7ueONeXkyZMYP348evToAaPRiJEjRyIvL0/VhmsKQTxEZWWlVFRUKI+cnBwBIHl5eSIi8uSTT8qDDz4ohw8fltOnT8vSpUtFq9XK119/7dTXzJkzZezYsQJAjh49qpT//PPPEhwcLMnJyVJQUCB///vfRa/XyyeffKK0OXjwoHh5ecmHH34oRUVF8vbbb4uPj4+cOHHipr8G1DbuiJWwsDBZsmSJqp+amhqlnrFy93NHnHz22WcSEBAgH3/8sZSUlEhhYaFs3bpVqa+vr5cHHnhA4uPj5ejRo5KdnS09evSQhQsXKm2+++47MRgMMmfOHCkqKpK1a9eKl5eX7Nq165a9FtS6jsbJtWvXVMdXVFTIiy++KH379pXGxkYR4XrSWbhjTbnvvvvkd7/7nRw7dkxOnjwpr776qhgMBqmoqBARrinUxGOS/1+bNWuW3Hvvvcri6efnJ5s3b1a1MZlM8te//lVVlp2dLQMGDJDCwkKn5D8jI0MCAgLk2rVrStmCBQukf//+yvOJEydKYmKiqs/Y2FhJTU1129zIvVyJlbCwMFmzZk2rfTJWOp/2xkldXZ306tVLNmzY0Gqf2dnZotVqxeFwKGUff/yxGI1GJXbmz58v0dHRquMmTZokFovFLfMi93L1b0+z2tpaCQoKkiVLlihlXE86p/bGyrlz5wSA7N+/X6m/ePGiAJCcnBwR4ZpCTTzmtp/r1dbWYsuWLXjhhReg0WgAACNGjMDWrVtRVVWFxsZGZGZm4urVq3j88ceV486ePYuXXnoJf/vb32AwGJz6tdlsePTRR6HT6ZQyi8WCkpISXLhwQWkTHx+vOs5iscBms92EmVJHuRorALBixQoEBgZiyJAhWLlypepjVcZK5+JKnHz99dc4c+YMtFothgwZgp49e2Ls2LEoKChQ+rXZbIiJiUFwcLBSZrFYcPHiRRQWFiptGCd3h46sJ83+8Y9/4Pz583j++eeVMq4nnY8rsRIYGIj+/ftj8+bNuHz5Murr6/HJJ5/AbDZj2LBhALimUBOP/C/ftm/fjurqaqSkpChlWVlZmDRpEgIDA+Ht7Q2DwYAvv/wSERERAAARQUpKCmbMmIHhw4ejrKzMqV+Hw4G+ffuqypp/wRwOBwICAuBwOFS/dM1tHA6HeydJbuFKrADAzJkzMXToUJhMJhw6dAgLFy5ERUUFVq9eDYCx0tm4EiffffcdAODdd9/F6tWrER4ejrS0NDz++OM4efIkTCZTqzEAQImD1tpcvHgRv/zyC/R6/c2aNrWTq+vJ9T799FNYLBb07t1bKeN60vm4EisajQa5ublISkqCv78/tFotzGYzdu3ahYCAAACtrxfNdb/VhmtK5+GRyf+nn36KsWPHIjQ0VClbtGgRqqurkZubix49emD79u2YOHEiDhw4gJiYGKxduxaXLl3CwoULb+PI6VZzJVYAYM6cOUr7gQMHQqfTITU1Fe+//z58fX1v+Tzo5nIlThobGwEAb731Fp599lkAgNVqRe/evbFt2zakpqbelrnQzePqetLsxx9/xO7du5GVlXWrh063mCuxIiJ47bXXYDabceDAAej1emzYsAHjxo3DkSNH0LNnz9s4I7qTeFzy//333yM3NxdffPGFUnb69Gmkp6ejoKAA0dHRAIBBgwbhwIEDWLduHdavX4+9e/fCZrM5JW7Dhw9HcnIyNm3ahJCQEJw9e1ZV3/w8JCRE+belNs31dOdwNVZaEhsbi/r6epSVlaF///6MlU7E1Thp/kN8//33K8f5+vqiX79+KC8vB9AUA//5z39U52trnBiNRl6hu4O4Yz2xWq0IDAzE008/rSrnetK5dCRP2bFjBy5cuACj0QgAyMjIQE5ODjZt2oQ333yTawoB8KCtPptZrVaYzWYkJiYqZVeuXAEAaLXql8PLy0u5OvfRRx/h2LFjsNvtsNvtyhZpW7duxbJlywAAcXFx2L9/P+rq6pQ+cnJy0L9/f+Ujt7i4OOzZs0d1npycHMTFxbl5ptRRrsZKS+x2u/IRLMBY6UxcjZNhw4bB19cXJSUlSn1dXR3KysoQFhYGoCkGTpw4gcrKSqVNTk4OjEaj8qaBcXJ36Oh6IiKwWq2YOnUqfHx8VHVcTzoXV2OltTZarVZpwzWFAHjOVp8iIg0NDdKnTx9ZsGCBqry2tlYiIiJk1KhRcvjwYfn2229l1apVotFoZOfOnS32VVpa6rTbT3V1tQQHB8uUKVOkoKBAMjMzxWAwOG235u3tLatWrZLi4mJZvHgxt1u7A3UkVg4dOiRr1qwRu90up0+fli1btkhQUJBMnTpV6Yex0jl0dE2ZNWuW9OrVS3bv3i3ffPONTJ8+Xcxms1RVVYnI/7flS0hIELvdLrt27ZKgoKAWt+V74403pLi4WNatW8dt+e4w7vjbk5ubKwCkuLjYqX+uJ51HR2Ll3LlzEhgYKBMmTBC73S4lJSUyb9488fHxEbvdLiJcU6iJRyX/u3fvFgBSUlLiVHfy5EmZMGGCmM1mMRgMMnDgQKctta7XUvIvInLs2DEZOXKk+Pr6Sq9evWTFihVOx2ZlZUlkZKTodDqJjo5u9Q0G3T4diZX8/HyJjY2Vbt26SZcuXSQqKkqWL18uV69eVfXDWLn7dXRNqa2tlblz54rZbBZ/f3+Jj4+XgoICVZuysjIZO3as6PV66dGjh8ydO1fq6upUbfLy8mTw4MGi0+mkX79+YrVa3T5Xcp07/vZMnjxZRowY0eo5uJ50Dh2NlSNHjkhCQoKYTCbx9/eXhx9+WLKzs1VtuKaQRkTk9n3uQEREREREt4rH3fNPREREROSpmPwTEREREXkIJv9ERERERB6CyT8RERERkYdg8k9ERERE5CGY/BMREREReQgm/0REREREHoLJPxERERGRh2DyT0TUSW3fvh0RERHw8vLC7Nmzb/dwiIjoDsDkn4joN6SkpCApKcmpfN++fdBoNKiurr4No2qb1NRU/OEPf8APP/yApUuXYuPGjejevftNO9+xY8cwefJk3HPPPdDr9YiKisKf//xnp3b79u3D0KFD4evri4iICGzcuFFVv3//fowbNw6hoaHQaDTYvn27Ux9ffPEFEhISEBgYCI1GA7vd3qYxVlVVITk5GUajEd27d8f06dNRU1Oj1F+9ehUpKSmIiYmBt7d3iz/71mzbtg0DBgxAly5dEBMTg+zsbLeMmYjInZj8ExHdwerq6lw6rqamBpWVlbBYLAgNDYW/v7/bxtTQ0IDGxkan8vz8fJjNZmzZsgWFhYV46623sHDhQqSnpyttSktLkZiYiCeeeAJ2ux2zZ8/Giy++iN27dyttLl++jEGDBmHdunWtjuHy5csYOXIkPvjgg3aNPTk5GYWFhcjJycGOHTuwf/9+vPzyy6q56fV6zJw5E/Hx8W3u99ChQ5g8eTKmT5+Oo0ePIikpCUlJSSgoKOjwmImI3EqIiKhV06ZNk/HjxzuV5+XlCQC5cOGCUvbZZ5/J/fffLzqdTsLCwmTVqlWqYwDIl19+qSrr1q2bWK1WEREpLS0VAJKZmSmPPvqo+Pr6KnW/lpaWJg888IAYDAbp3bu3vPLKK3Lp0iXV2K5/tFS2ePFiERG5evWqzJ07V0JDQ8VgMMhDDz0keXl5yrmsVqt069ZNvvrqK4mKihIvLy8pLS1t0+v36quvyhNPPKE8nz9/vkRHR6vaTJo0SSwWS4vHt/SaXa/5NTt69OgNx1JUVCQA5MiRI0rZP//5T9FoNHLmzBmn9q397FsyceJESUxMVJXFxsZKampqh8ZMRORuvPJPROQG+fn5mDhxIp577jmcOHEC7777LhYtWuR0S0tbvPnmm5g1axaKi4thsVhabKPVavHRRx+hsLAQmzZtwt69ezF//nwAwIgRI1BSUgIA+Pzzz1FRUYERI0bgT3/6E4xGIyoqKlBRUYF58+YBAF5//XXYbDZkZmbi+PHj+OMf/4innnoKp06dUs535coVfPDBB9iwYQMKCwthNpvbNJeff/4ZJpNJeW6z2ZyuqFssFthstra/QC6y2Wzo3r07hg8frpTFx8dDq9Xi8OHDHe77ds2LiKg9vG/3AIiI7nQ7duxA165dVWUNDQ2q56tXr8aYMWOwaNEiAEBkZCSKioqwcuVKpKSktOt8s2fPxoQJE27Ypll4eDjee+89zJgxAxkZGdDpdEpybjKZEBISAgDo1q0bNBqN8hwAysvLYbVaUV5ejtDQUADAvHnzsGvXLlitVixfvhxA0+1HGRkZGDRoUJvncejQIWzduhU7d+5UyhwOB4KDg1XtgoODcfHiRfzyyy/Q6/Vt7r+9HA6H05sWb29vmEwmOByODvfd0rw62i8Rkbvxyj8R0Q00359+/WPDhg2qNsXFxXjkkUdUZY888ghOnTrl9EbhRq6/Mt2a3NxcjBkzBr169YK/vz+mTJmC8+fP48qVK+0614kTJ9DQ0IDIyEh07dpVefzrX//C6dOnlXY6nQ4DBw5sc78FBQUYP348Fi9ejISEhHaNyR1mzJihmo+7lJeXq/ptfnNERHS34JV/IqIb8PPzQ0REhKrsxx9/bHc/Go0GIqIqa+kLvX5+fr/ZT1lZGX7/+9/jlVdewbJly2AymfDvf/8b06dPR21tLQwGQ5vHVFNTAy8vL+Tn58PLy0tVd33SrNfrodFo2tRnUVERxowZg5dffhlvv/22qi4kJARnz55VlZ09exZGo9GtV/2XLFmi3NZ0/bkrKytVZfX19aiqqlJ9GvJbQkNDVbv0NN/S1Nq82tovEdGtwuSfiMgNoqKicPDgQVXZwYMHERkZqSTVQUFBqKioUOpPnTrV7iv1QNP3CxobG5GWlgattukD3KysrBsep9PpnD6FGDJkCBoaGlBZWYlRo0a1eyy/VlhYiNGjR2PatGlYtmyZU31cXJzTFpg5OTmIi4vr8LmvZzabnW7xiYuLQ3V1NfLz8zFs2DAAwN69e9HY2IjY2Ng29evt7e30RrC57z179qhux7oZ8yIi6igm/0REbjB37lw8+OCDWLp0KSZNmgSbzYb09HRkZGQobUaPHo309HTExcWhoaEBCxYsgI+PT7vPFRERgbq6Oqxduxbjxo3DwYMHsX79+hseFx4ejpqaGuzZsweDBg2CwWBAZGQkkpOTMXXqVKSlpWHIkCE4d+4c9uzZg4EDByIxMbHN4yooKMDo0aNhsVgwZ84c5X53Ly8vBAUFAWi6HSc9PR3z58/HCy+8gL179yIrK0v1vYCamhp8++23yvPS0lLY7XaYTCb06dMHQNN+/eXl5fjpp58AQPmCc0hISKtX26OiovDUU0/hpZdewvr161FXV4fXX38dzz33nPJ9B6Dpk4va2lpUVVXh0qVLypX+wYMHtzr3WbNm4bHHHkNaWhoSExORmZmJ//73v/jLX/6itHFlzEREbne7txsiIrqTubLVp4+Pj/Tp00dWrlypOubMmTOSkJAgfn5+ct9990l2dnaLW322ZQvI1atXS8+ePUWv14vFYpHNmzerxnPhwgVli8/rzZgxQwIDA1VbfdbW1so777wj4eHh4uPjIz179pRnnnlGjh8/LiL/3+rzRhYvXuy0nSgACQsLc3rtBg8eLDqdTvr16+e0nWlL25ICkGnTpiltrFZri22a59Sa8+fPy+TJk6Vr165iNBrl+eefV7ZIbRYWFtZi3zeSlZUlkZGRotPpJDo6Wnbu3Kmqd3XMRETupBH51Q2oRERERETUKXG3HyIiIiIiD8Hkn4iIiIjIQzD5JyIiIiLyEEz+iYiIiIg8BJN/IiIiIiIPweSfiIiIiMhDMPknIiIiIvIQTP6JiIiIiDwEk38iIiIiIg/B5J+IiIiIyEMw+SciIiIi8hD/A0JOKfBtxV3gAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 900x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples = forecaster(data[:T1], covariates, num_samples=100)\n",
    "samples.clamp_(min=0)  # apply domain knowledge: the samples must be positive\n",
    "p10, p50, p90 = quantile(samples, (0.1, 0.5, 0.9)).squeeze(-1)\n",
    "crps = eval_crps(samples, data[T1:])\n",
    "\n",
    "plt.figure(figsize=(9, 3))\n",
    "plt.fill_between(torch.arange(T1, T2), p10, p90, color=\"red\", alpha=0.3)\n",
    "plt.plot(torch.arange(T1, T2), p50, 'r-', label='forecast')\n",
    "plt.plot(torch.arange(T1 - 24 * 7, T2),\n",
    "         data[T1 - 24 * 7: T2], 'k-', label='truth')\n",
    "plt.title(\"Total hourly ridership (CRPS = {:0.3g})\".format(crps))\n",
    "plt.ylabel(\"log(# rides)\")\n",
    "plt.xlabel(\"Hour after 2011-01-01\")\n",
    "plt.xlim(T1 - 24 * 7, T2)\n",
    "plt.text(78732, 3.5, \"Christmas\", rotation=90, color=\"green\")\n",
    "plt.legend(loc=\"best\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 900x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9, 3))\n",
    "plt.fill_between(torch.arange(T1, T2), p10, p90, color=\"red\", alpha=0.3)\n",
    "plt.plot(torch.arange(T1, T2), p50, 'r-', label='forecast')\n",
    "plt.plot(torch.arange(T1 - 24 * 7, T2),\n",
    "         data[T1 - 24 * 7: T2], 'k-', label='truth')\n",
    "plt.title(\"Total hourly ridership (CRPS = {:0.3g})\".format(crps))\n",
    "plt.ylabel(\"log(# rides)\")\n",
    "plt.xlabel(\"Hour after 2011-01-01\")\n",
    "plt.xlim(T1 - 24 * 2, T1 + 24 * 4)\n",
    "plt.legend(loc=\"best\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
